## Warning: package 'ggplot2' was built under R version 3.2.4
##
## Call:
## lm(formula = OGover ~ OGzscores[, 2] + OGzscores[, 3] + OGzscores[,
## 4] + OGzscores[, 5] + OGzscores[, 6] + OGzscores[, 7] + OGzscores[,
## 8] + OGzscores[, 9] + OGzscores[, 10] + OGzscores[, 11] +
## OGzscores[, 12], data = OGzscores)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.105788 -0.036122 -0.003419 0.042222 0.106954
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.641e-16 4.492e-03 0.000 1.000000
## OGzscores[, 2] 2.549e-02 6.850e-03 3.722 0.000288 ***
## OGzscores[, 3] 6.221e-02 6.748e-03 9.220 4.74e-16 ***
## OGzscores[, 4] 1.306e-01 5.148e-03 25.373 < 2e-16 ***
## OGzscores[, 5] 9.398e-02 6.362e-03 14.771 < 2e-16 ***
## OGzscores[, 6] 4.831e-01 5.878e-03 82.187 < 2e-16 ***
## OGzscores[, 7] 2.307e-01 5.574e-03 41.377 < 2e-16 ***
## OGzscores[, 8] 4.181e-01 5.258e-03 79.528 < 2e-16 ***
## OGzscores[, 9] 5.685e-03 4.915e-03 1.156 0.249492
## OGzscores[, 10] 1.046e-02 5.752e-03 1.819 0.071146 .
## OGzscores[, 11] -1.364e-03 5.437e-03 -0.251 0.802332
## OGzscores[, 12] 1.283e-01 5.914e-03 21.685 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05483 on 137 degrees of freedom
## Multiple R-squared: 0.9972, Adjusted R-squared: 0.997
## F-statistic: 4493 on 11 and 137 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = OGover ~ OGReduced[, 2] + OGReduced[, 3] + OGReduced[,
## 4] + OGReduced[, 5] + OGReduced[, 6] + OGReduced[, 7] + OGReduced[,
## 8] + OGReduced[, 9], data = OGReduced)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.098431 -0.039036 -0.007149 0.037526 0.106697
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.577e-16 4.523e-03 0.000 1.000000
## OGReduced[, 2] 2.424e-02 6.848e-03 3.540 0.000543 ***
## OGReduced[, 3] 6.266e-02 6.735e-03 9.303 2.51e-16 ***
## OGReduced[, 4] 1.288e-01 5.013e-03 25.690 < 2e-16 ***
## OGReduced[, 5] 9.802e-02 5.943e-03 16.494 < 2e-16 ***
## OGReduced[, 6] 4.836e-01 5.808e-03 83.262 < 2e-16 ***
## OGReduced[, 7] 2.309e-01 5.529e-03 41.766 < 2e-16 ***
## OGReduced[, 8] 4.212e-01 5.076e-03 82.975 < 2e-16 ***
## OGReduced[, 9] 1.291e-01 5.926e-03 21.785 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05521 on 140 degrees of freedom
## Multiple R-squared: 0.9971, Adjusted R-squared: 0.997
## F-statistic: 6093 on 8 and 140 DF, p-value: < 2.2e-16
## K-means clustering with 4 clusters of sizes 1, 3, 5, 2
##
## Cluster means:
## Speed Acceleration Strength Agility Awareness Run.Block
## 1 -11.663523 -10.5805369 16.566887 9.797252 152.479322 22.990568
## 2 25.610905 18.1925751 -2.718196 28.851820 -4.148936 1.674043
## 3 1.192527 1.6781244 8.619236 7.941012 25.746136 14.242690
## 4 -3.987507 0.6017595 5.433611 -3.025372 9.014897 7.874683
## Pass.Block Injury Stamina Toughness Impact.Block
## 1 33.581036 -6.0196354 19.840513 24.049429 35.751678
## 2 2.622090 0.4754217 7.918299 -4.749501 8.523203
## 3 14.413985 0.8852893 10.932986 10.298104 18.624442
## 4 4.619898 31.4734491 7.209777 52.449234 2.820515
##
## Clustering vector:
## Speed Acceleration Strength Agility Awareness
## 2 2 3 2 1
## Run.Block Pass.Block Injury Stamina Toughness
## 3 3 4 3 4
## Impact.Block
## 3
##
## Within cluster sum of squares by cluster:
## [1] 0.000 1469.306 4474.304 3197.095
## (between_SS / total_SS = 77.7 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## K-means clustering with 3 clusters of sizes 2, 3, 3
##
## Cluster means:
## Speed Acceleration Strength Agility Awareness Run.Block
## 1 0.07285452 0.07704608 0.25159980 0.21539370 0.37371624 0.75109921
## 2 -0.09884794 -0.04622158 0.47992626 0.04583297 0.56810695 0.26847719
## 3 0.74814677 0.72570167 -0.08567771 0.66513715 -0.07854083 0.05082798
## Pass.Block Impact.Block
## 1 0.17208768 0.7510992
## 2 0.53159049 0.2631253
## 3 0.06498198 0.1927016
##
## Clustering vector:
## Speed Acceleration Strength Agility Awareness
## 3 3 2 3 2
## Run.Block Pass.Block Impact.Block
## 1 2 1
##
## Within cluster sum of squares by cluster:
## [1] 0.3344684 1.2449507 0.5677131
## (between_SS / total_SS = 71.1 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
##
## Call:
## lm(formula = OGover ~ OGzscores[, 2] + OGzscores[, 3] + OGzscores[,
## 4] + OGzscores[, 5] + OGzscores[, 6] + OGzscores[, 7] + OGzscores[,
## 8] + OGzscores[, 9] + OGzscores[, 10] + OGzscores[, 11] +
## OGzscores[, 12], data = OGzscores)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.105788 -0.036122 -0.003419 0.042222 0.106954
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.641e-16 4.492e-03 0.000 1.000000
## OGzscores[, 2] 2.549e-02 6.850e-03 3.722 0.000288 ***
## OGzscores[, 3] 6.221e-02 6.748e-03 9.220 4.74e-16 ***
## OGzscores[, 4] 1.306e-01 5.148e-03 25.373 < 2e-16 ***
## OGzscores[, 5] 9.398e-02 6.362e-03 14.771 < 2e-16 ***
## OGzscores[, 6] 4.831e-01 5.878e-03 82.187 < 2e-16 ***
## OGzscores[, 7] 2.307e-01 5.574e-03 41.377 < 2e-16 ***
## OGzscores[, 8] 4.181e-01 5.258e-03 79.528 < 2e-16 ***
## OGzscores[, 9] 5.685e-03 4.915e-03 1.156 0.249492
## OGzscores[, 10] 1.046e-02 5.752e-03 1.819 0.071146 .
## OGzscores[, 11] -1.364e-03 5.437e-03 -0.251 0.802332
## OGzscores[, 12] 1.283e-01 5.914e-03 21.685 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05483 on 137 degrees of freedom
## Multiple R-squared: 0.9972, Adjusted R-squared: 0.997
## F-statistic: 4493 on 11 and 137 DF, p-value: < 2.2e-16
## K-means clustering with 3 clusters of sizes 2, 3, 3
##
## Cluster means:
## Speed Acceleration Strength Agility Awareness Run.Block
## 1 0.07285452 0.07704608 0.25159980 0.21539370 0.37371624 0.75109921
## 2 -0.09884794 -0.04622158 0.47992626 0.04583297 0.56810695 0.26847719
## 3 0.74814677 0.72570167 -0.08567771 0.66513715 -0.07854083 0.05082798
## Pass.Block Impact.Block
## 1 0.17208768 0.7510992
## 2 0.53159049 0.2631253
## 3 0.06498198 0.1927016
##
## Clustering vector:
## Speed Acceleration Strength Agility Awareness
## 3 3 2 3 2
## Run.Block Pass.Block Impact.Block
## 1 2 1
##
## Within cluster sum of squares by cluster:
## [1] 0.3344684 1.2449507 0.5677131
## (between_SS / total_SS = 71.1 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
##
## Call:
## lm(formula = OGover ~ OGReduced[, 2] + OGReduced[, 3] + OGReduced[,
## 4] + OGReduced[, 5] + OGReduced[, 6] + OGReduced[, 7] + OGReduced[,
## 8] + OGReduced[, 9], data = OGReduced)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.098431 -0.039036 -0.007149 0.037526 0.106697
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.577e-16 4.523e-03 0.000 1.000000
## OGReduced[, 2] 2.424e-02 6.848e-03 3.540 0.000543 ***
## OGReduced[, 3] 6.266e-02 6.735e-03 9.303 2.51e-16 ***
## OGReduced[, 4] 1.288e-01 5.013e-03 25.690 < 2e-16 ***
## OGReduced[, 5] 9.802e-02 5.943e-03 16.494 < 2e-16 ***
## OGReduced[, 6] 4.836e-01 5.808e-03 83.262 < 2e-16 ***
## OGReduced[, 7] 2.309e-01 5.529e-03 41.766 < 2e-16 ***
## OGReduced[, 8] 4.212e-01 5.076e-03 82.975 < 2e-16 ***
## OGReduced[, 9] 1.291e-01 5.926e-03 21.785 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05521 on 140 degrees of freedom
## Multiple R-squared: 0.9971, Adjusted R-squared: 0.997
## F-statistic: 6093 on 8 and 140 DF, p-value: < 2.2e-16
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.57014758 1.2919326 1.1353660 -0.59874266 1.49885070 -0.93608296
## 2 -0.08704557 -0.9032500 -1.3834387 -0.01552455 -0.41871482 0.56009199
## 3 -0.07460708 0.3490512 0.3469812 -0.30905028 0.38569032 0.01384135
## 4 -1.05547075 -0.3577915 -0.1944296 -0.03729670 -1.03028971 -1.05550503
## 5 1.40252690 -0.0785486 0.1570343 0.68993857 0.09855419 1.03844403
## Run.Block Pass.Block Injury Stamina Toughness Impact.Block
## 1 -0.6598565 -0.29652052 0.03970398 0.3732829 -0.67668507 -0.05770784
## 2 -0.6371990 -0.02525446 -0.68223123 -0.3218822 -0.46883522 -0.28122449
## 3 -0.1304613 -0.29791536 -0.02062987 0.3060393 -0.09205112 0.31361426
## 4 -0.1861079 -0.60156781 0.24033567 -0.8207350 -0.02149995 -0.96291131
## 5 1.0524062 1.07683896 0.22832663 0.4474678 0.74816619 0.74273609
## Speed Acceleration Strength Agility Awareness Run.Block
## 1 1.09887165 0.7146693 -0.7899572 1.1259634 -0.62298477 -0.3391873
## 2 -1.02242864 -1.1164017 0.0747288 -0.4549985 0.70599236 0.1215398
## 3 0.18389017 0.2836871 -0.4137358 0.1058570 -0.07099041 -0.5549804
## 4 -0.20141453 -0.1636369 0.4732785 -0.1835128 0.35519217 0.7108872
## 5 0.03567695 0.3599844 0.8908419 -0.5658393 -0.37815084 0.4219449
## Pass.Block Injury Stamina Toughness Impact.Block
## 1 -0.4661014 -0.06152584 0.0926141 -0.6590982 0.13752260
## 2 0.4816544 -0.03675217 0.1718115 0.3994491 -0.09862722
## 3 0.1798365 0.25733791 0.3359394 0.1579152 -0.29227822
## 4 -0.1434483 -1.37987047 -0.1966965 -0.7911431 0.92880195
## 5 -0.2513873 0.71692642 -0.5953983 0.5067437 -0.27471634
## OVR Speed Acceleration Strength Agility Awareness
## 1 -0.17748502 1.31077783 0.9406333 -0.39591456 1.23220012 -0.41912506
## 2 -0.04664386 -1.17953578 -1.7803253 -0.07040210 -0.57915264 0.52439130
## 3 -0.22762942 -0.07776647 0.1237942 -0.24109413 -0.09402482 -0.03565028
## 4 -1.17965061 -0.30232704 -0.1890357 -0.05326839 -1.03227871 -1.18922745
## 5 1.45288374 -0.13740362 0.1918623 0.76784963 0.19226283 1.08262712
## Run.Block Pass.Block Impact.Block
## 1 -0.2166021 -0.2679023 0.2011404
## 2 -0.4678637 0.1037986 -0.1999381
## 3 -0.3528381 -0.2449763 0.0470354
## 4 -0.2790356 -0.5751666 -1.3056581
## 5 1.1749323 0.9776658 0.9340731
## Speed Acceleration Strength Agility Awareness Run.Block
## 1 1.2233320 1.0992569 -0.6459048 1.1904892 -1.2080321 -0.8964021
## 2 -0.6113320 -0.6065636 0.2519782 -0.1683119 0.7447310 -0.5262258
## 3 0.5581670 0.3653632 -0.7082675 0.3342693 -0.1086070 -0.2178061
## 4 0.1102306 0.2862642 0.8959224 -0.4848009 -0.5931653 0.4787533
## 5 -0.8724030 -0.7024761 0.2566191 -0.4442934 0.5297148 0.8366904
## Pass.Block Impact.Block
## 1 -0.4057867 -0.35695245
## 2 1.0424604 -0.12673626
## 3 -0.2048126 -0.01830636
## 4 -0.2571818 -0.43602248
## 5 -0.3231171 0.71926517
## Overall Run Blocking Pass Blocking Speed
## 1 -0.6331544 -0.52313976 -0.636936872 1.1434995
## 2 0.4566941 -0.27386796 0.700646806 -0.8594591
## 3 0.1103266 0.08121219 -0.008252075 0.4626201
## 4 -1.0088987 -0.48908874 -0.692567176 -0.6214970
## 5 1.5944959 1.33991228 1.018418350 0.2961655
## Run Blocking Pass Blocking Speed
## 1 -0.4932312 -0.73695241 1.2301836
## 2 -0.4512494 0.97232989 -0.5210805
## 3 -0.2066077 -0.06949029 0.2760980
## 4 0.6995497 -0.40947739 -0.2900723
## 5 0.5190198 0.26340422 -0.7824240
## Overall Awareness Speed Blocking Toughness
## 1 -0.3490154 -0.3788972 0.1295797 -0.18996284 -2.0710734
## 2 0.2221397 0.8321238 -0.7995708 -0.02689837 -0.1321854
## 3 -0.2709575 -0.2860329 0.6346359 -0.27867461 0.2853193
## 4 -1.0722993 -1.0627471 -0.6225474 -0.48229948 0.3484713
## 5 1.5218507 1.1080197 0.2671679 1.01547989 0.2207055
## Awareness Speed Blocking Toughness
## 1 -1.10612634 0.7869924 -0.18088229 0.5000162
## 2 1.01031669 -0.7704964 0.24757005 -0.4873903
## 3 0.08064218 0.3152150 -0.28893122 -0.1069260
## 4 0.36295786 0.6592150 0.44386281 -1.4660356
## 5 -0.15131658 -0.5053810 -0.02837989 0.6850774
## Run Blocking Pass Blocking Speed
## David DeCastro -0.357798990 0.476983612 -0.119184621
## Karim Barton 0.482669682 -0.079673680 -0.402996002
## Lamar Mady 0.272144201 0.094505263 -0.366649464
## Joe Looney 0.164101236 -0.458018730 0.293917494
## Brandon Thomas 0.524289824 -0.499038039 -0.025251785
## Xavier Su'a-Filo -0.230788851 -0.645114649 0.875903500
## David Yankey 0.863807270 -0.808448250 -0.055359020
## Trai Turner -0.599445731 0.312230474 0.287215257
## Ben Grubbs -0.782300841 0.494598838 0.287702002
## Kelechi Osemele 1.004683545 0.005431368 -1.010114914
## Keavon Milton -0.715428852 -1.347092725 2.062521577
## Lance Louis -0.676808349 -0.418577178 1.095385527
## Cyril Richardson 0.125346930 -0.191274129 0.065927199
## Alex Boone 0.688243387 0.347718775 -1.035962162
## Paul Fanaika -0.159549599 1.355787450 -1.196237851
## Amini Silatolu 0.172584546 -0.244305503 0.071720957
## Matt Slauson 0.745683540 0.323719201 -1.069402741
## Shawn Lauvao -0.349058456 0.922697255 -0.573638798
## Harland Gunn -0.004405675 -0.151372517 0.155778192
## Al Bond 0.429699424 -0.279996102 -0.149703321
## Chance Warmack 0.971060219 -0.319841462 -0.651218757
## Andrew Tiller 0.830695380 -0.172557211 -0.658138170
## Alex Kupper -0.285187767 0.380594285 -0.095406519
## Chris Williams -0.881967908 0.369368297 0.512599610
## John Greco 0.769504291 -0.172615228 -0.596889062
## Ali Marpet -0.057668228 -1.074423411 1.132091640
## Jonathan Cooper -0.594306822 -0.331014390 0.925321211
## Antoine McClain 0.375035549 0.133792128 -0.508827677
## Donald Thomas 0.194634452 -0.446099567 0.251465115
## Mackenzy Bernadeau 0.527705275 0.126089058 -0.653794333
## Dallas Reynolds 0.366510515 0.065783274 -0.432293788
## Mike McGlynn -0.950040426 1.086190482 -0.136150056
## Chris Hubbard -1.016255434 -0.325147641 1.341403075
## Chad Slade -0.125406123 -0.045850716 0.171256840
## Trey Hopkins 0.118907769 -0.079062434 -0.039845335
## Jon Halapio 0.338781217 -0.530338915 0.191557699
## Jeff Allen 0.190296669 -0.474947524 0.284650855
## David Arkin 0.502432595 -0.261531714 -0.240900881
## Dennis Kelly -0.850678298 0.382867012 0.467811286
## Adam Gettis -0.164204669 -1.000664461 1.164869130
## Geoff Schwartz 0.776985513 0.141926402 -0.918911916
## Garth Gerhart -0.087915375 0.102895202 -0.014979826
## Josh Sitton -0.009328846 1.050874375 -1.041545529
## Jordan Devey -0.397998303 0.107000531 0.290997772
## Andrew Donnal -0.018227909 -0.290884944 0.309112853
## Cody Wichmann -0.813151786 -0.502080676 1.315232462
## Takoby Cofield 0.266073736 -0.118504925 -0.147568811
## Kristjan Sokoli -0.606183887 -1.871989936 2.478173823
## Johnnie Troutman -0.553987182 0.629731175 -0.075743994
## Tre Jackson 1.126683694 -0.346017501 -0.780666193
## Jamil Douglas -0.668429413 -0.223189391 0.891618803
## Rodger Saffold -1.083079608 0.722694551 0.360385058
## Josue Matias -0.546840747 0.463346117 0.083494630
## Manny Ramirez 0.430425762 0.882242425 -1.312668187
## Brandon Fusco -0.366208819 0.372213845 -0.006005027
## Fernando Velasco 0.075908008 0.931621546 -1.007529554
## Andre Davis -0.983371086 0.137990481 0.845380605
## La'el Collins 1.024929715 -1.167498493 0.142568778
## James Brewer 0.005099073 -0.417506284 0.412407211
## Sam Brenner -0.068396465 -0.578977440 0.647373905
## Andrew Norwell 0.748315495 0.373429316 -1.121744810
## Orlando Franklin -0.032766739 0.715057060 -0.682290320
## Mike Iupati 1.485619644 -0.543930469 -0.941689175
## Laurent Duvernay-Tardif -0.631651484 -0.897170924 1.528822408
## David Quessenberry 0.125829254 -0.952460983 0.826631730
## Kadeem Edwards 0.178790246 -0.444133564 0.265343318
## Ronald Leary 1.502125126 -0.448209150 -1.053915976
## Allen Barbre -0.413928156 -0.316250409 0.730178565
## Bobby Hart 0.450280420 0.160168568 -0.610448988
## Tyronne Green -0.146286463 -0.160023665 0.306310129
## Joel Bitonio 0.207874189 -0.593678633 0.385804444
## Jon Asamoah -0.520721730 0.413117435 0.107604294
## J.R. Sweezy 0.407495602 -0.772148364 0.364652762
## Zane Beadles -0.333730924 1.092011870 -0.758280946
## Vladimir Ducasse -0.014661688 -0.209563039 0.224224727
## Jack Mewhort 0.824693209 -0.051697229 -0.772995980
## Larry Warford -0.045681437 1.194940533 -1.149259096
## Matt Tobin 0.123941573 -0.685946055 0.562004482
## Josh Kline 0.120020650 -0.584066873 0.464046222
## Josh LeRibeus 0.176596433 -0.250489667 0.073893234
## Quinton Spain 0.584848438 -0.674202629 0.089354191
## Tyler Shatley -0.356983412 -0.121680350 0.478663762
## T.J. Lang 0.329546890 0.461014327 -0.790561217
## Tony Bergstrom 0.143875069 0.011342534 -0.155217603
## Shelley Smith 0.026817228 -0.419355116 0.392537888
## Marshal Yanda 0.755329733 0.077779855 -0.833109587
## Trent Brown 0.107039868 0.085261544 -0.192301412
## Jarvis Harrison 0.241641882 -0.342631721 0.100989839
## Gabe Jackson -0.308287974 1.036164084 -0.727876109
## Robert Myers 0.056404445 -0.229247786 0.172843341
## John Jerry 0.132174031 0.521658669 -0.653832701
## Brandon Brooks 1.023402118 -0.431723816 -0.591678301
## Zach Fulton 0.051344431 -0.036440759 -0.014903672
## Laken Tomlinson 0.131295763 -0.079334309 -0.051961453
## Arie Kouandjio 0.271458343 -0.093795198 -0.177663145
## Justin McCray 0.478843002 -0.154235271 -0.324607731
## Ramon Foster -0.200688008 1.169654075 -0.968966066
## Willie Colon -1.329938964 1.780282905 -0.450343941
## Ryan Wendell 1.064247142 -0.477843511 -0.586403631
## Kenny Wiggins 0.271689395 0.287156197 -0.558845592
## Mike Person -0.208279665 -0.094748165 0.303027830
## Miles Dieffenbach 0.348005796 -0.205593503 -0.142412293
## Louis Vasquez -1.237428746 1.813846278 -0.576417532
## Jon Feliciano -0.194598110 0.218932285 -0.024334174
## Logan Mankins 0.376696361 0.475095627 -0.851791988
## Khalif Barnes -0.882049172 0.985311613 -0.103262441
## Barrett Jones 0.561726653 0.758876353 -1.320603007
## Alvin Bailey -0.023037432 -0.466294450 0.489331882
## Kevin Zeitler 0.755625606 0.145994756 -0.901620361
## Mark Glowinski -0.619973353 -0.485945426 1.105918779
## Bryce Quigley -0.864843222 -0.075495118 0.940338341
## William Campbell 0.022015867 0.046810212 -0.068826079
## Conor Boffeli -0.607923201 0.052442480 0.555480722
## Bobby Vardaro 0.451024785 -0.685610471 0.234585686
## Eric Herman 0.165331008 -0.181454786 0.016123778
## Troy Kropog -0.546265801 0.054181223 0.492084578
## Jahri Evans -0.156010498 0.467007484 -0.310996986
## Patrick Omameh 0.006204487 -0.153454044 0.147249557
## John Miller 0.070304390 -0.074197263 0.003892873
## Vinston Painter -0.719447697 -0.554211382 1.273659079
## Ryan Groy -0.529686107 -0.069771501 0.599457608
## Jeff Linkenbach -0.703198085 0.759082662 -0.055884577
## Chris Scott -0.189891470 0.818630015 -0.628738544
## Kyle Long -0.489531895 0.063904743 0.425627152
## Ben Garland -0.134988278 -0.430674606 0.565662884
## Jared Smith -0.295913523 -0.876648082 1.172561605
## Clint Boling 0.894797166 0.068087464 -0.962884631
## Todd Herremans 0.664326749 0.235555608 -0.899882357
## Zack Martin 0.046637499 0.273780528 -0.320418027
## Andy Levitre 0.182033798 0.236422189 -0.418455987
## Senio Kelemete -0.207821385 -0.400527438 0.608348824
## Anthony Steen -0.657339623 -0.077963227 0.735302850
## Spencer Long 0.610979777 -0.358380417 -0.252599360
## Austin Shepherd -0.076470441 -0.240652921 0.317123362
## Billy Turner -0.442729410 0.249455260 0.193274150
## James Carpenter -0.665060607 0.536428895 0.128631712
## A.J. Cann 0.557520147 0.318343946 -0.875864093
## Brandon Linder -0.058348566 0.749616930 -0.691268364
## Brian Winters -0.286054867 0.005272503 0.280782363
## Chris Chester -0.845107754 0.507161319 0.337946435
## Hugh Thornton -0.820922780 0.036882394 0.784040386
## Dakota Dozier 0.777763679 -0.567542563 -0.210221117
## John Urschel -0.611281738 0.660741776 -0.049460037
## Michael Ola -0.415151657 0.332341535 0.082810121
## Lane Taylor -0.275435473 0.298147020 -0.022711547
## Earl Watford 0.164295509 -0.946964677 0.782669168
## Dallas Thomas -0.526200937 -0.232813785 0.759014722
## Jah Reid 0.352302175 -0.067657748 -0.284644427
## Richie Incognito 0.236684832 0.122231342 -0.358916174
## Awareness Speed Blocking Toughness
## David DeCastro 0.01341921 -0.154985124 0.375417417 -0.23385150
## Karim Barton -0.86834133 -0.679690114 0.144699584 1.40333186
## Lamar Mady -0.32604667 -0.477760849 0.219357024 0.58445050
## Joe Looney 0.30953258 0.374715457 -0.492115996 -0.19213204
## Brandon Thomas -0.48180203 0.704963289 0.994518973 -1.21768023
## Xavier Su'a-Filo -1.21725535 0.856598555 -0.186043197 0.54669999
## David Yankey -0.49646462 0.173036601 0.071907971 0.25152005
## Trai Turner -0.26642284 0.235775207 0.138059907 -0.10741228
## Ben Grubbs 0.55247639 -0.016890018 -0.495586705 -0.03999966
## Kelechi Osemele 0.73478393 -0.274384169 1.124923981 -1.58532374
## Keavon Milton -1.19551481 2.000986776 -1.231580305 0.42610834
## Lance Louis 0.20733874 0.967724039 -1.074054862 -0.10100791
## Cyril Richardson -0.56942220 -0.194994545 -0.287784211 1.05220095
## Alex Boone 0.77799372 -0.852459111 0.498637123 -0.42417173
## Paul Fanaika 1.15432269 -1.587244973 0.287982057 0.14494023
## Amini Silatolu 0.34732235 0.205372217 -0.154583532 -0.39811103
## Matt Slauson 1.08575315 -0.822685863 0.452944247 -0.71601154
## Shawn Lauvao 0.94795688 -0.779060334 0.065131714 -0.23402825
## Harland Gunn 0.11285260 -0.005015652 -0.481136688 0.37329974
## Al Bond -0.11603164 -0.445048315 -0.538230288 1.09931024
## Chance Warmack -0.01428709 -0.672272479 0.033583271 0.65297630
## Andrew Tiller -0.36739180 -0.817468930 0.083051728 1.10180900
## Alex Kupper -0.02904795 -0.428592266 -0.169950082 0.62759030
## Chris Williams 2.22951147 1.911191166 1.040907040 -5.18160968
## John Greco 0.32757861 -0.482695082 0.094988890 0.06012758
## Ali Marpet -1.57110747 1.374497905 -0.036598940 0.23320851
## Jonathan Cooper -0.30351966 1.398641889 0.299571130 -1.39469336
## Antoine McClain 0.27245140 -0.594606643 0.063830931 0.25832431
## Donald Thomas 0.54699554 0.901946500 0.283809454 -1.73275149
## Mackenzy Bernadeau 0.50990904 -0.787455738 -0.137513975 0.41506068
## Dallas Reynolds 0.47594366 -0.622347834 -0.346217866 0.49262204
## Mike McGlynn 0.94612395 -0.844097554 -0.709533227 0.60750683
## Chris Hubbard -0.79004232 1.185171434 -0.586750070 0.19162095
## Chad Slade -0.48062814 -0.085661864 -0.259770143 0.82606015
## Trey Hopkins -0.68603137 -0.207644359 0.029250037 0.86442569
## Jon Halapio -0.56339001 0.602422484 0.467853510 -0.50688598
## Jeff Allen 0.24562129 0.533691794 -0.198244746 -0.58106834
## David Arkin -1.22429977 -0.149746160 0.702683306 0.67136262
## Dennis Kelly -0.10680013 0.068583231 -0.420274816 0.45849171
## Adam Gettis -0.42305482 1.748963802 -0.075629546 -1.25027943
## Geoff Schwartz 0.95031013 -0.477911388 0.643539872 -1.11593862
## Garth Gerhart 0.38088585 0.099083611 0.087986196 -0.56795565
## Josh Sitton 1.09399926 -0.705249858 1.121488418 -1.51023782
## Jordan Devey 0.06783178 -0.126980801 -0.706216620 0.76536564
## Andrew Donnal 0.15407470 0.351746961 -0.330834425 -0.17498724
## Cody Wichmann -1.26324462 1.084254551 -0.585669726 0.76465980
## Takoby Cofield -0.27712138 -0.471265947 -0.413421602 1.16180893
## Kristjan Sokoli -2.30965420 2.676913729 -0.836996352 0.46973683
## Johnnie Troutman 0.99154708 -0.210185642 -0.245183079 -0.53617836
## Tre Jackson -0.64666914 -0.688257827 0.512395314 0.82253166
## Jamil Douglas -1.25848950 0.696986552 -0.116565556 0.67806851
## Rodger Saffold 0.83178289 0.300488936 -0.091123925 -1.04114790
## Josue Matias -0.51408664 -0.290582238 0.001977077 0.80269180
## Manny Ramirez 1.40405188 -1.599825644 -0.006112668 0.20188643
## Brandon Fusco 0.31454990 0.188129462 0.405651492 -0.90833085
## Fernando Velasco 1.09160545 -1.294395936 0.049401411 0.15338908
## Andre Davis -1.47156468 0.454094538 -0.097573216 1.11504336
## La'el Collins -1.44208838 0.479909947 0.376362399 0.58581604
## James Brewer 0.25806846 0.746516066 -0.070042715 -0.93454181
## Sam Brenner -0.56067849 0.723169340 -0.278630930 0.11614008
## Andrew Norwell 0.19638715 -1.162360007 0.529318885 0.43665397
## Orlando Franklin 0.48361719 -0.528441367 0.743192114 -0.69836794
## Mike Iupati 0.51448463 -0.485584182 0.415011616 -0.44391206
## Laurent Duvernay-Tardif -1.72925175 1.492814412 -0.377150193 0.61358753
## David Quessenberry -0.85581572 0.832341534 -0.549550246 0.57302443
## Kadeem Edwards -1.36711134 0.169532864 0.140594280 1.05698420
## Ronald Leary 0.51028564 -0.621040395 0.457429222 -0.34667447
## Allen Barbre 0.26277117 0.768273872 -0.599368606 -0.43167643
## Bobby Hart -0.07818853 -1.038121078 -0.254522335 1.37083195
## Tyronne Green 0.15482743 0.228148330 -0.412149366 0.02917361
## Joel Bitonio -0.77378696 0.819774502 0.487532604 -0.53352014
## Jon Asamoah 0.18439886 0.103681187 0.160892755 -0.44897280
## J.R. Sweezy 0.51172351 0.883211433 -0.216420490 -1.17851445
## Zane Beadles 0.62595053 -1.121768953 0.208485026 0.28733340
## Vladimir Ducasse 0.36450893 0.134618289 -0.565379670 0.06625245
## Jack Mewhort 0.07712637 -0.738495509 0.272809855 0.38855928
## Larry Warford 0.18810657 -1.512277520 0.702479599 0.62169135
## Matt Tobin -0.07838885 0.516654710 -0.762656327 0.32439047
## Josh Kline -0.39986145 0.557064462 -0.261557467 0.10435445
## Josh LeRibeus -0.33960659 0.201674482 0.186821090 -0.04888898
## Quinton Spain -0.87010207 -0.033362253 -0.305323804 1.20878813
## Tyler Shatley -0.90739498 0.262357947 -0.150447390 0.79548442
## T.J. Lang 0.67985029 -0.679418265 0.460807209 -0.46123923
## Tony Bergstrom 0.30477102 -0.303939424 -0.322280984 0.32144939
## Shelley Smith 0.32194537 0.448510631 -0.560466274 -0.20998972
## Marshal Yanda 0.40062673 -0.471179231 0.739849182 -0.66929669
## Trent Brown -0.97765875 -0.217459508 0.561778993 0.63333926
## Jarvis Harrison -1.32530613 0.458011009 0.896538103 -0.02924298
## Gabe Jackson 0.13876016 -0.931848250 0.657829883 0.13525821
## Robert Myers -0.85114365 0.135737018 0.128154932 0.58725170
## John Jerry 1.06470749 -0.403157888 0.421247914 -1.08279751
## Brandon Brooks 0.68520098 0.334824428 0.909635816 -1.92966123
## Zach Fulton -0.16795066 -0.108398762 -0.120991763 0.39734118
## Laken Tomlinson -0.40459115 -0.120965486 0.039830922 0.48572571
## Arie Kouandjio 0.04827877 0.277845386 0.656229800 -0.98235396
## Justin McCray -0.08234265 -0.323004616 0.044549957 0.36079731
## Ramon Foster 1.01426338 -1.153487812 0.459368537 -0.32014410
## Willie Colon 1.58549805 -0.692675190 0.309143979 -1.20196684
## Ryan Wendell 1.25516837 -0.361397807 -0.408250184 -0.48552038
## Kenny Wiggins 0.55750242 -0.906211367 -0.367804035 0.71651298
## Mike Person 0.20294192 0.176064982 -0.517370939 0.13836404
## Miles Dieffenbach 0.53945980 0.279842536 0.260844702 -1.08014704
## Louis Vasquez 1.13144993 -1.252523150 -0.082785479 0.20385870
## Jon Feliciano 0.09593352 -0.366579805 -0.410759395 0.68140568
## Logan Mankins 1.67219007 -0.826384075 -0.127257273 -0.71854872
## Khalif Barnes 1.24299358 -0.399241142 -0.366237588 -0.47751485
## Barrett Jones 0.60776238 -1.116332125 1.083327472 -0.57475773
## Alvin Bailey -0.41795567 0.596780394 -0.163648387 -0.01517634
## Kevin Zeitler 0.88432673 -0.205311924 1.071701000 -1.75071580
## Mark Glowinski -1.17501370 1.017961057 -0.289556806 0.44660945
## Bryce Quigley -0.58121048 0.580983827 -0.633904744 0.63413140
## William Campbell -0.47048200 -0.358778413 -0.149278066 0.97853848
## Conor Boffeli -0.74097991 0.263252408 -0.240403229 0.71813073
## Bobby Vardaro -1.22589093 0.192522051 -0.002323219 1.03569210
## Eric Herman -1.19047555 -0.340885339 -0.068179726 1.59954062
## Troy Kropog -0.32291317 0.304825722 -0.244471540 0.26255899
## Jahri Evans 1.30114717 -0.543804700 -0.541389340 -0.21595313
## Patrick Omameh 0.02004402 -0.017946756 -0.424920603 0.42282334
## John Miller -0.05778876 0.108094816 0.102866050 -0.15317210
## Vinston Painter -0.78064424 1.518808829 -0.126086096 -0.61207849
## Ryan Groy -0.95972380 0.252827708 -0.320923883 1.02781998
## Jeff Linkenbach 0.45721077 -0.486113131 -0.343550198 0.37245256
## Chris Scott 1.12236046 -0.378950354 0.637564919 -1.38097502
## Kyle Long -0.24061827 0.660094565 0.363167235 -0.78264353
## Ben Garland -0.55704331 0.429641462 -0.449640457 0.57704231
## Jared Smith 0.03244250 1.855354237 -0.066953806 -1.82084294
## Clint Boling 0.51621139 -1.088380310 -0.052602228 0.62477115
## Todd Herremans 1.63261957 -0.732872122 -0.029566525 -0.87018093
## Zack Martin -0.62664780 -0.259693376 0.754379177 0.13196200
## Andy Levitre 0.93603486 -0.706124882 -0.563378620 0.33346865
## Senio Kelemete 0.23723738 0.721891185 -0.461022726 -0.49810584
## Anthony Steen -0.88664572 0.651406237 0.008514888 0.22672460
## Spencer Long -0.46149539 0.356439056 0.997585222 -0.89252889
## Austin Shepherd -0.22349509 -0.035544180 -0.732807515 0.99184678
## Billy Turner -0.61735448 -0.089441925 -0.023433026 0.73022943
## James Carpenter 0.58500189 0.084474072 -0.011416780 -0.65805918
## A.J. Cann -0.25202453 -1.060679346 0.440732944 0.87197093
## Brandon Linder -0.01405330 -0.757489232 0.717931683 0.05361085
## Brian Winters 0.48129995 0.013924319 -0.759523991 0.26429972
## Chris Chester 0.63262908 0.360233103 -0.067495340 -0.92536684
## Hugh Thornton 0.19405718 0.825364997 -0.305533469 -0.71388871
## Dakota Dozier -0.76705504 -0.068195444 0.285527081 0.54972341
## John Urschel 0.09747075 -0.459963868 -0.188742741 0.55123585
## Michael Ola 0.05904014 -0.230825135 -0.290034463 0.46181946
## Lane Taylor -0.13709510 -0.353053130 -0.201997594 0.69214582
## Earl Watford -0.84450896 0.787985602 -0.527807839 0.58433120
## Dallas Thomas 0.21694187 0.564305222 -0.852354820 0.07110773
## Jah Reid -0.32298298 -0.472653628 -0.066451803 0.86208841
## Richie Incognito 0.55693600 0.096094700 0.612513280 -1.26554398
## K-means clustering with 5 clusters of sizes 17, 21, 61, 25, 25
##
## Cluster means:
## Run Blocking Pass Blocking Speed
## 1 -0.4932312 -0.73695241 1.2301836
## 2 -0.4512494 0.97232989 -0.5210805
## 3 -0.2066077 -0.06949029 0.2760980
## 4 0.6995497 -0.40947739 -0.2900723
## 5 0.5190198 0.26340422 -0.7824240
##
## Clustering vector:
## David DeCastro Karim Barton Lamar Mady
## 2 4 5
## Joe Looney Brandon Thomas Xavier Su'a-Filo
## 3 4 1
## David Yankey Trai Turner Ben Grubbs
## 4 3 3
## Kelechi Osemele Keavon Milton Lance Louis
## 5 1 1
## Cyril Richardson Alex Boone Paul Fanaika
## 3 5 2
## Amini Silatolu Matt Slauson Shawn Lauvao
## 3 5 2
## Harland Gunn Al Bond Chance Warmack
## 3 4 4
## Andrew Tiller Alex Kupper Chris Williams
## 4 3 3
## John Greco Ali Marpet Jonathan Cooper
## 4 1 1
## Antoine McClain Donald Thomas Mackenzy Bernadeau
## 5 3 5
## Dallas Reynolds Mike McGlynn Chris Hubbard
## 5 2 1
## Chad Slade Trey Hopkins Jon Halapio
## 3 3 4
## Jeff Allen David Arkin Dennis Kelly
## 3 4 3
## Adam Gettis Geoff Schwartz Garth Gerhart
## 1 5 3
## Josh Sitton Jordan Devey Andrew Donnal
## 2 3 3
## Cody Wichmann Takoby Cofield Kristjan Sokoli
## 1 4 1
## Johnnie Troutman Tre Jackson Jamil Douglas
## 2 4 1
## Rodger Saffold Josue Matias Manny Ramirez
## 2 3 5
## Brandon Fusco Fernando Velasco Andre Davis
## 3 2 3
## La'el Collins James Brewer Sam Brenner
## 4 3 3
## Andrew Norwell Orlando Franklin Mike Iupati
## 5 2 4
## Laurent Duvernay-Tardif David Quessenberry Kadeem Edwards
## 1 1 3
## Ronald Leary Allen Barbre Bobby Hart
## 4 3 5
## Tyronne Green Joel Bitonio Jon Asamoah
## 3 3 3
## J.R. Sweezy Zane Beadles Vladimir Ducasse
## 4 2 3
## Jack Mewhort Larry Warford Matt Tobin
## 5 2 3
## Josh Kline Josh LeRibeus Quinton Spain
## 3 3 4
## Tyler Shatley T.J. Lang Tony Bergstrom
## 3 5 3
## Shelley Smith Marshal Yanda Trent Brown
## 3 5 3
## Jarvis Harrison Gabe Jackson Robert Myers
## 3 2 3
## John Jerry Brandon Brooks Zach Fulton
## 5 4 3
## Laken Tomlinson Arie Kouandjio Justin McCray
## 3 4 4
## Ramon Foster Willie Colon Ryan Wendell
## 2 2 4
## Kenny Wiggins Mike Person Miles Dieffenbach
## 5 3 4
## Louis Vasquez Jon Feliciano Logan Mankins
## 2 3 5
## Khalif Barnes Barrett Jones Alvin Bailey
## 2 5 3
## Kevin Zeitler Mark Glowinski Bryce Quigley
## 5 1 1
## William Campbell Conor Boffeli Bobby Vardaro
## 3 3 4
## Eric Herman Troy Kropog Jahri Evans
## 3 3 2
## Patrick Omameh John Miller Vinston Painter
## 3 3 1
## Ryan Groy Jeff Linkenbach Chris Scott
## 3 2 2
## Kyle Long Ben Garland Jared Smith
## 3 3 1
## Clint Boling Todd Herremans Zack Martin
## 5 5 5
## Andy Levitre Senio Kelemete Anthony Steen
## 5 3 3
## Spencer Long Austin Shepherd Billy Turner
## 4 3 3
## James Carpenter A.J. Cann Brandon Linder
## 3 5 2
## Brian Winters Chris Chester Hugh Thornton
## 3 3 3
## Dakota Dozier John Urschel Michael Ola
## 4 2 3
## Lane Taylor Earl Watford Dallas Thomas
## 3 1 3
## Jah Reid Richie Incognito
## 4 5
##
## Within cluster sum of squares by cluster:
## [1] 8.427433 9.925527 16.917201 8.113468 4.802867
## (between_SS / total_SS = 71.1 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
## K-means clustering with 5 clusters of sizes 27, 27, 31, 19, 45
##
## Cluster means:
## Awareness Speed Blocking Toughness
## 1 -1.10612634 0.7869924 -0.18088229 0.5000162
## 2 1.01031669 -0.7704964 0.24757005 -0.4873903
## 3 0.08064218 0.3152150 -0.28893122 -0.1069260
## 4 0.36295786 0.6592150 0.44386281 -1.4660356
## 5 -0.15131658 -0.5053810 -0.02837989 0.6850774
##
## Clustering vector:
## David DeCastro Karim Barton Lamar Mady
## 3 5 5
## Joe Looney Brandon Thomas Xavier Su'a-Filo
## 3 4 1
## David Yankey Trai Turner Ben Grubbs
## 3 3 3
## Kelechi Osemele Keavon Milton Lance Louis
## 4 1 3
## Cyril Richardson Alex Boone Paul Fanaika
## 5 2 2
## Amini Silatolu Matt Slauson Shawn Lauvao
## 3 2 2
## Harland Gunn Al Bond Chance Warmack
## 3 5 5
## Andrew Tiller Alex Kupper Chris Williams
## 5 5 4
## John Greco Ali Marpet Jonathan Cooper
## 5 1 4
## Antoine McClain Donald Thomas Mackenzy Bernadeau
## 5 4 5
## Dallas Reynolds Mike McGlynn Chris Hubbard
## 5 5 1
## Chad Slade Trey Hopkins Jon Halapio
## 5 5 3
## Jeff Allen David Arkin Dennis Kelly
## 3 1 3
## Adam Gettis Geoff Schwartz Garth Gerhart
## 4 2 3
## Josh Sitton Jordan Devey Andrew Donnal
## 2 5 3
## Cody Wichmann Takoby Cofield Kristjan Sokoli
## 1 5 1
## Johnnie Troutman Tre Jackson Jamil Douglas
## 2 5 1
## Rodger Saffold Josue Matias Manny Ramirez
## 4 5 2
## Brandon Fusco Fernando Velasco Andre Davis
## 4 2 1
## La'el Collins James Brewer Sam Brenner
## 1 4 1
## Andrew Norwell Orlando Franklin Mike Iupati
## 5 2 2
## Laurent Duvernay-Tardif David Quessenberry Kadeem Edwards
## 1 1 1
## Ronald Leary Allen Barbre Bobby Hart
## 2 3 5
## Tyronne Green Joel Bitonio Jon Asamoah
## 3 1 3
## J.R. Sweezy Zane Beadles Vladimir Ducasse
## 4 2 3
## Jack Mewhort Larry Warford Matt Tobin
## 5 5 3
## Josh Kline Josh LeRibeus Quinton Spain
## 3 3 5
## Tyler Shatley T.J. Lang Tony Bergstrom
## 1 2 5
## Shelley Smith Marshal Yanda Trent Brown
## 3 2 5
## Jarvis Harrison Gabe Jackson Robert Myers
## 1 5 1
## John Jerry Brandon Brooks Zach Fulton
## 2 4 5
## Laken Tomlinson Arie Kouandjio Justin McCray
## 5 4 5
## Ramon Foster Willie Colon Ryan Wendell
## 2 2 2
## Kenny Wiggins Mike Person Miles Dieffenbach
## 5 3 4
## Louis Vasquez Jon Feliciano Logan Mankins
## 2 5 2
## Khalif Barnes Barrett Jones Alvin Bailey
## 2 2 3
## Kevin Zeitler Mark Glowinski Bryce Quigley
## 4 1 1
## William Campbell Conor Boffeli Bobby Vardaro
## 5 1 1
## Eric Herman Troy Kropog Jahri Evans
## 5 3 2
## Patrick Omameh John Miller Vinston Painter
## 3 3 1
## Ryan Groy Jeff Linkenbach Chris Scott
## 1 5 2
## Kyle Long Ben Garland Jared Smith
## 4 1 4
## Clint Boling Todd Herremans Zack Martin
## 5 2 5
## Andy Levitre Senio Kelemete Anthony Steen
## 2 3 1
## Spencer Long Austin Shepherd Billy Turner
## 4 5 5
## James Carpenter A.J. Cann Brandon Linder
## 3 5 5
## Brian Winters Chris Chester Hugh Thornton
## 3 4 3
## Dakota Dozier John Urschel Michael Ola
## 5 5 5
## Lane Taylor Earl Watford Dallas Thomas
## 5 1 3
## Jah Reid Richie Incognito
## 5 4
##
## Within cluster sum of squares by cluster:
## [1] 24.31424 18.82708 12.82642 35.94557 26.84139
## (between_SS / total_SS = 63.2 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss"
## [5] "tot.withinss" "betweenss" "size" "iter"
## [9] "ifault"
##
## Call:
## lm(formula = OGClusterReducedReg[, 1] ~ OGClusterReducedReg[,
## 2] + OGClusterReducedReg[, 3] + OGClusterReducedReg[, 4],
## data = OGClusterReducedReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.098416 -0.039019 -0.007174 0.037508 0.106673
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.905e-16 4.444e-03 0.00 1
## OGClusterReducedReg[, 2] 3.600e-01 5.601e-03 64.28 <2e-16 ***
## OGClusterReducedReg[, 3] 1.034e+00 6.193e-03 166.90 <2e-16 ***
## OGClusterReducedReg[, 4] 1.849e-01 5.345e-03 34.60 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05425 on 145 degrees of freedom
## Multiple R-squared: 0.9971, Adjusted R-squared: 0.9971
## F-statistic: 1.683e+04 on 3 and 145 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = OGClusterFullReg[, 1] ~ OGClusterFullReg[, 2] +
## OGClusterFullReg[, 3] + OGClusterFullReg[, 4] + OGClusterFullReg[,
## 5], data = OGClusterFullReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.104253 -0.036161 -0.003331 0.041700 0.107042
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.381e-16 4.383e-03 0.000 1.000
## OGClusterFullReg[, 2] 4.829e-01 5.353e-03 90.206 <2e-16 ***
## OGClusterFullReg[, 3] 1.819e-01 5.302e-03 34.298 <2e-16 ***
## OGClusterFullReg[, 4] 9.178e-01 7.971e-03 115.144 <2e-16 ***
## OGClusterFullReg[, 5] 5.242e-03 4.431e-03 1.183 0.239
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.0535 on 144 degrees of freedom
## Multiple R-squared: 0.9972, Adjusted R-squared: 0.9972
## F-statistic: 1.298e+04 on 4 and 144 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = OGClusterReducedReg[, 1] ~ OGClusterReducedReg[,
## 2] + OGClusterReducedReg[, 3] + OGClusterReducedReg[, 4],
## data = OGClusterReducedReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.098416 -0.039019 -0.007174 0.037508 0.106673
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.905e-16 4.444e-03 0.00 1
## OGClusterReducedReg[, 2] 3.600e-01 5.601e-03 64.28 <2e-16 ***
## OGClusterReducedReg[, 3] 1.034e+00 6.193e-03 166.90 <2e-16 ***
## OGClusterReducedReg[, 4] 1.849e-01 5.345e-03 34.60 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.05425 on 145 degrees of freedom
## Multiple R-squared: 0.9971, Adjusted R-squared: 0.9971
## F-statistic: 1.683e+04 on 3 and 145 DF, p-value: < 2.2e-16
##
## Call:
## lm(formula = OGClusterFullReg[, 1] ~ OGClusterFullReg[, 2] +
## OGClusterFullReg[, 3] + OGClusterFullReg[, 4] + OGClusterFullReg[,
## 5], data = OGClusterFullReg)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.104253 -0.036161 -0.003331 0.041700 0.107042
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -3.381e-16 4.383e-03 0.000 1.000
## OGClusterFullReg[, 2] 4.829e-01 5.353e-03 90.206 <2e-16 ***
## OGClusterFullReg[, 3] 1.819e-01 5.302e-03 34.298 <2e-16 ***
## OGClusterFullReg[, 4] 9.178e-01 7.971e-03 115.144 <2e-16 ***
## OGClusterFullReg[, 5] 5.242e-03 4.431e-03 1.183 0.239
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.0535 on 144 degrees of freedom
## Multiple R-squared: 0.9972, Adjusted R-squared: 0.9972
## F-statistic: 1.298e+04 on 4 and 144 DF, p-value: < 2.2e-16
## Awareness Speed Blocking Toughness
## 1 -1.10612634 0.7869924 -0.18088229 0.5000162
## 2 1.01031669 -0.7704964 0.24757005 -0.4873903
## 3 0.08064218 0.3152150 -0.28893122 -0.1069260
## 4 0.36295786 0.6592150 0.44386281 -1.4660356
## 5 -0.15131658 -0.5053810 -0.02837989 0.6850774
## Run Blocking Pass Blocking Speed
## 1 -0.4932312 -0.73695241 1.2301836
## 2 -0.4512494 0.97232989 -0.5210805
## 3 -0.2066077 -0.06949029 0.2760980
## 4 0.6995497 -0.40947739 -0.2900723
## 5 0.5190198 0.26340422 -0.7824240
## Pulling Guard Pass Blocker Balanced OG Run Blocker
## David DeCastro 80.29815 83.49291 81.34975 79.89308
## Karim Barton 11.81661 13.23561 12.88325 14.84264
## Lamar Mady 31.80429 35.31732 33.80040 35.80596
## Joe Looney 38.97091 33.19262 36.61747 37.26089
## Brandon Thomas 48.39323 44.59918 47.61613 50.95851
## Xavier Su'a-Filo 62.37239 50.00899 56.51045 54.01101
## David Yankey 53.76376 47.71958 52.58708 58.05930
## Trai Turner 75.97456 76.05295 75.17493 71.77968
## Ben Grubbs 77.17432 78.34411 76.65283 72.40065
## Kelechi Osemele 81.98273 87.05106 85.43326 89.34496
## Keavon Milton 56.01934 28.92245 42.19121 35.45382
## Lance Louis 61.77104 49.35825 55.09628 49.50334
## Cyril Richardson 21.60334 20.09564 21.08047 21.59974
## Alex Boone 77.99258 85.55766 82.42811 85.82188
## Paul Fanaika 26.00268 45.34029 33.91920 34.32753
## Amini Silatolu 50.29685 47.72544 49.45024 50.45379
## Matt Slauson 63.82125 74.04067 69.74508 74.78522
## Shawn Lauvao 52.20560 64.15903 57.04420 55.55369
## Harland Gunn 38.82619 36.41880 37.73458 37.52814
## Al Bond 18.18544 17.53256 18.39414 20.38851
## Chance Warmack 74.94414 77.19943 77.28901 82.17454
## Andrew Tiller 16.66588 19.39212 18.83384 23.19558
## Alex Kupper 31.40386 34.92242 32.50437 30.99780
## Chris Williams 55.30643 53.98070 53.15913 46.96948
## John Greco 78.96340 81.49112 81.05874 84.61644
## Ali Marpet 59.19742 41.16936 51.03362 49.29496
## Jonathan Cooper 70.38329 60.77465 65.23697 60.61991
## Antoine McClain 18.97780 22.83219 21.13048 23.36098
## Donald Thomas 67.91275 62.63105 65.90161 66.74774
## Mackenzy Bernadeau 53.63477 60.04760 57.44913 61.45920
## Dallas Reynolds 31.38026 35.17313 33.64945 36.28554
## Mike McGlynn 34.14702 43.63324 36.71280 31.35479
## Chris Hubbard 57.98575 44.15537 50.01204 42.01542
## Chad Slade 25.14006 23.71605 24.32209 23.54375
## Trey Hopkins 25.38102 25.13906 25.44149 26.08872
## Jon Halapio 23.26199 19.00269 21.73148 23.16395
## Jeff Allen 61.46680 55.38984 59.09883 59.93132
## David Arkin 28.90503 28.83519 29.64031 32.71289
## Dennis Kelly 44.48086 43.64104 42.61892 36.87850
## Adam Gettis 53.57041 36.00936 45.29358 42.86915
## Geoff Schwartz 51.14723 59.91738 56.46946 62.32110
## Garth Gerhart 34.41636 35.30211 34.66790 34.17203
## Josh Sitton 89.26229 95.27934 92.41647 92.83857
## Jordan Devey 45.83767 44.26448 44.43333 41.60956
## Andrew Donnal 33.10621 28.74193 31.08966 30.65672
## Cody Wichmann 36.52473 23.47602 29.10845 23.60547
## Takoby Cofield 24.72299 24.95015 25.20001 26.71121
## Kristjan Sokoli 49.95960 18.35734 33.30939 27.33136
## Johnnie Troutman 32.68622 38.00376 34.12542 31.04792
## Tre Jackson 30.76596 34.17140 34.08793 41.76789
## Jamil Douglas 47.97150 38.82122 42.66347 37.52560
## Rodger Saffold 70.34245 72.71794 69.76184 63.11987
## Josue Matias 20.36546 22.58380 20.64313 18.19312
## Manny Ramirez 40.05235 58.04606 48.84051 53.15073
## Brandon Fusco 69.97547 72.58031 70.59842 68.57588
## Fernando Velasco 32.28454 47.64521 39.09206 40.74009
## Andre Davis 25.21606 20.66527 21.80744 16.84746
## La'el Collins 55.00200 44.42313 52.07705 58.32066
## James Brewer 55.87000 49.05661 52.83675 52.36931
## Sam Brenner 51.91992 41.86481 47.27215 46.05831
## Andrew Norwell 49.20715 61.49030 56.08331 62.01044
## Orlando Franklin 79.67063 86.82741 83.08703 83.47687
## Mike Iupati 82.56879 84.75383 85.15079 90.43783
## Laurent Duvernay-Tardif 55.24564 35.50242 45.15476 39.42215
## David Quessenberry 65.77395 51.57702 59.77856 59.57635
## Kadeem Edwards 31.41136 26.43748 29.40674 30.10809
## Ronald Leary 68.80571 73.30383 73.10549 81.21975
## Allen Barbre 68.03040 59.89677 63.78030 60.44197
## Bobby Hart 12.61385 16.26198 14.62395 16.78251
## Tyronne Green 45.44388 41.62955 43.47240 42.19710
## Joel Bitonio 93.12731 90.04343 91.99006 92.30069
## Jon Asamoah 78.81163 80.52939 78.93046 76.36987
## J.R. Sweezy 73.67136 65.55454 70.78166 72.59035
## Zane Beadles 56.31139 70.51993 62.34278 61.20654
## Vladimir Ducasse 47.94648 44.38866 46.32339 45.96023
## Jack Mewhort 59.27548 65.06936 63.29111 68.92524
## Larry Warford 65.92857 81.44199 73.40699 74.30915
## Matt Tobin 55.43560 45.20697 51.07784 51.17876
## Josh Kline 58.09382 49.53832 54.49601 54.68982
## Josh LeRibeus 48.02183 45.39055 47.15341 48.17791
## Quinton Spain 32.60958 27.23279 31.05785 34.30008
## Tyler Shatley 33.92928 29.46274 31.33205 28.85675
## T.J. Lang 86.67777 91.48349 89.29375 90.63422
## Tony Bergstrom 40.29036 41.65155 41.14698 42.22066
## Shelley Smith 57.89122 51.26061 54.98480 54.67998
## Marshal Yanda 95.11534 96.76652 96.20835 97.25959
## Trent Brown 11.51296 12.67451 12.11894 12.58450
## Jarvis Harrison 36.82163 33.46506 35.70332 37.02482
## Gabe Jackson 62.13192 74.91433 67.64440 66.67997
## Robert Myers 15.76702 13.85521 14.94846 15.03411
## John Jerry 45.96204 55.64155 50.53608 52.16407
## Brandon Brooks 82.88527 83.82221 84.42027 88.33693
## Zach Fulton 51.71782 51.54960 51.73333 52.07550
## Laken Tomlinson 48.83212 48.62985 48.97394 49.86663
## Arie Kouandjio 17.11841 17.59308 17.64043 18.92271
## Justin McCray 31.56945 32.90686 32.93108 36.08876
## Ramon Foster 51.48595 68.36450 58.92878 58.83917
## Willie Colon 36.97555 54.86206 42.54805 35.01713
## Ryan Wendell 63.83912 64.84974 66.03958 72.57374
## Kenny Wiggins 30.24176 36.63280 33.48238 35.69630
## Mike Person 50.45340 47.14288 48.60101 46.91969
## Miles Dieffenbach 27.90316 27.51765 28.25009 30.29382
## Louis Vasquez 64.83215 80.75321 70.69350 64.28091
## Jon Feliciano 23.05081 24.57872 23.46245 22.54887
## Logan Mankins 69.66109 78.53210 74.37155 77.04818
## Khalif Barnes 43.24776 52.02542 45.60846 40.24997
## Barrett Jones 29.46876 45.70252 37.39520 42.37785
## Alvin Bailey 74.82317 68.13699 71.88737 71.25872
## Kevin Zeitler 82.40038 87.50013 85.60275 88.68170
## Mark Glowinski 54.10467 40.96979 47.09523 41.88885
## Bryce Quigley 38.59914 30.73674 33.58499 27.77872
## William Campbell 28.51612 29.33566 28.91523 29.10633
## Conor Boffeli 35.80368 31.90883 33.05430 29.06056
## Bobby Vardaro 32.73322 26.26197 30.45100 32.73774
## Eric Herman 24.99904 23.74332 24.66325 25.48110
## Troy Kropog 46.29038 42.62461 43.68574 39.72591
## Jahri Evans 55.71023 61.92713 58.25170 57.65549
## Patrick Omameh 48.88053 46.40954 47.78368 47.64435
## John Miller 38.99800 38.39267 38.84609 39.26901
## Vinston Painter 55.34313 40.27548 47.28737 41.26353
## Ryan Groy 44.79275 39.30397 41.39706 37.46774
## Jeff Linkenbach 45.38810 51.96592 47.08619 42.74800
## Chris Scott 31.57972 42.79900 36.15019 35.74087
## Kyle Long 88.42228 86.85417 87.29023 85.30769
## Ben Garland 44.24287 36.27507 40.39228 38.90473
## Jared Smith 63.41493 46.75116 55.55313 52.27642
## Clint Boling 67.03465 74.46255 71.82642 77.29916
## Todd Herremans 50.19752 59.57281 55.59656 60.77140
## Zack Martin 89.57959 91.63359 90.57557 90.86031
## Andy Levitre 65.34054 70.21315 67.85072 69.32549
## Senio Kelemete 49.40515 41.13310 45.30974 43.27913
## Anthony Steen 28.80522 23.27285 25.31003 21.43939
## Spencer Long 42.60195 41.85267 43.33028 47.46833
## Austin Shepherd 21.39153 18.18317 19.82096 19.22056
## Billy Turner 52.81694 53.20073 52.20652 49.17525
## James Carpenter 65.39140 68.33803 65.64464 61.54377
## A.J. Cann 34.51533 44.06103 39.65993 44.14904
## Brandon Linder 73.81834 82.51024 77.88429 78.23294
## Brian Winters 34.69934 32.57807 33.28016 31.34668
## Chris Chester 71.91413 72.95668 71.11534 66.00513
## Hugh Thornton 64.72312 58.70555 60.66904 54.64929
## Dakota Dozier 38.65072 35.98801 38.76627 43.80888
## John Urschel 56.68594 62.26011 58.14937 54.39503
## Michael Ola 44.89175 46.86325 45.04319 42.35372
## Lane Taylor 23.74224 25.79794 24.26767 22.94505
## Earl Watford 65.30631 51.48465 59.53304 59.61857
## Dallas Thomas 52.97598 44.73225 48.34698 44.12117
## Jah Reid 46.51440 48.35962 47.96296 50.53399
## Richie Incognito 60.03505 63.85691 62.16133 63.98789
## Power Blocker
## David DeCastro 81.43126
## Karim Barton 14.95013
## Lamar Mady 36.64843
## Joe Looney 35.02090
## Brandon Thomas 48.81558
## Xavier Su'a-Filo 50.04723
## David Yankey 54.65140
## Trai Turner 72.60584
## Ben Grubbs 73.86968
## Kelechi Osemele 89.95727
## Keavon Milton 27.80463
## Lance Louis 46.23651
## Cyril Richardson 20.92930
## Alex Boone 87.38259
## Paul Fanaika 41.46061
## Amini Silatolu 49.29357
## Matt Slauson 76.99077
## Shawn Lauvao 60.23869
## Harland Gunn 36.70774
## Al Bond 19.66970
## Chance Warmack 81.82274
## Andrew Tiller 23.28489
## Alex Kupper 32.59425
## Chris Williams 47.90148
## John Greco 84.63754
## Ali Marpet 43.14759
## Jonathan Cooper 58.02770
## Antoine McClain 24.33594
## Donald Thomas 64.64903
## Mackenzy Bernadeau 62.80670
## Dallas Reynolds 37.09521
## Mike McGlynn 35.84663
## Chris Hubbard 38.91799
## Chad Slade 23.21641
## Trey Hopkins 25.85128
## Jon Halapio 21.24990
## Jeff Allen 57.54322
## David Arkin 31.97237
## Dennis Kelly 37.87735
## Adam Gettis 37.15799
## Geoff Schwartz 64.05258
## Garth Gerhart 34.60424
## Josh Sitton 94.66543
## Jordan Devey 41.69008
## Andrew Donnal 29.19696
## Cody Wichmann 20.68253
## Takoby Cofield 26.44648
## Kristjan Sokoli 18.68600
## Johnnie Troutman 33.60972
## Tre Jackson 41.30065
## Jamil Douglas 35.49895
## Rodger Saffold 65.61978
## Josue Matias 19.48564
## Manny Ramirez 58.66638
## Brandon Fusco 70.01235
## Fernando Velasco 46.05580
## Andre Davis 16.52485
## La'el Collins 53.09845
## James Brewer 50.00504
## Sam Brenner 42.71261
## Andrew Norwell 64.94067
## Orlando Franklin 85.85766
## Mike Iupati 89.94847
## Laurent Duvernay-Tardif 33.83270
## David Quessenberry 54.41518
## Kadeem Edwards 28.14178
## Ronald Leary 80.83726
## Allen Barbre 58.16259
## Bobby Hart 17.74636
## Tyronne Green 41.11881
## Joel Bitonio 91.11569
## Jon Asamoah 77.63288
## J.R. Sweezy 69.28626
## Zane Beadles 66.61101
## Vladimir Ducasse 44.75831
## Jack Mewhort 69.62596
## Larry Warford 79.43460
## Matt Tobin 47.44663
## Josh Kline 51.53997
## Josh LeRibeus 46.99003
## Quinton Spain 31.52747
## Tyler Shatley 27.86943
## T.J. Lang 91.85127
## Tony Bergstrom 42.47044
## Shelley Smith 52.34194
## Marshal Yanda 97.47957
## Trent Brown 12.91189
## Jarvis Harrison 35.49471
## Gabe Jackson 71.51427
## Robert Myers 14.32668
## John Jerry 55.28835
## Brandon Brooks 87.78670
## Zach Fulton 51.93642
## Laken Tomlinson 49.58925
## Arie Kouandjio 18.80458
## Justin McCray 35.86004
## Ramon Foster 64.92752
## Willie Colon 43.04157
## Ryan Wendell 71.46921
## Kenny Wiggins 37.57385
## Mike Person 46.10933
## Miles Dieffenbach 29.67641
## Louis Vasquez 72.01756
## Jon Feliciano 23.29868
## Logan Mankins 79.40561
## Khalif Barnes 44.60124
## Barrett Jones 47.38685
## Alvin Bailey 68.92691
## Kevin Zeitler 89.53667
## Mark Glowinski 38.41960
## Bryce Quigley 26.47355
## William Campbell 29.36045
## Conor Boffeli 28.62839
## Bobby Vardaro 29.80946
## Eric Herman 24.83162
## Troy Kropog 39.32662
## Jahri Evans 60.04224
## Patrick Omameh 46.78270
## John Miller 38.95258
## Vinston Painter 37.31472
## Ryan Groy 36.43089
## Jeff Linkenbach 46.09838
## Chris Scott 39.93307
## Kyle Long 85.14370
## Ben Garland 36.40647
## Jared Smith 46.90853
## Clint Boling 78.46686
## Todd Herremans 62.88886
## Zack Martin 91.50836
## Andy Levitre 70.70541
## Senio Kelemete 40.78024
## Anthony Steen 20.49313
## Spencer Long 46.24276
## Austin Shepherd 18.23075
## Billy Turner 50.00791
## James Carpenter 63.60451
## A.J. Cann 46.67706
## Brandon Linder 81.19011
## Brian Winters 31.03823
## Chris Chester 67.61145
## Hugh Thornton 53.77949
## Dakota Dozier 41.64810
## John Urschel 57.30972
## Michael Ola 43.67318
## Lane Taylor 23.96868
## Earl Watford 54.53992
## Dallas Thomas 42.13348
## Jah Reid 50.61485
## Richie Incognito 64.92814
## Pulling Guard Power Blocker Balanced OG
## David DeCastro 80.76249 82.41456 81.21683
## Karim Barton 19.14198 14.52881 15.53942
## Lamar Mady 37.49711 36.12803 35.64070
## Joe Looney 34.93163 34.90690 36.12695
## Brandon Thomas 34.93034 33.92737 34.37448
## Xavier Su'a-Filo 62.95955 47.44274 55.92566
## David Yankey 51.19875 45.91094 48.38661
## Trai Turner 76.32051 74.29327 75.36921
## Ben Grubbs 78.94061 81.25035 80.69411
## Kelechi Osemele 71.19600 82.24359 76.44654
## Keavon Milton 50.14482 28.05668 41.99178
## Lance Louis 57.89727 52.55045 57.90276
## Cyril Richardson 28.23818 22.34961 24.78201
## Alex Boone 76.97208 85.45900 80.67805
## Paul Fanaika 34.90729 51.50489 41.10422
## Amini Silatolu 45.27371 47.79803 47.28257
## Matt Slauson 60.41264 74.48065 66.94655
## Shawn Lauvao 56.13734 67.59063 61.41363
## Harland Gunn 41.27325 39.91859 41.07574
## Al Bond 24.44502 21.87259 22.85499
## Chance Warmack 78.22410 79.14777 77.83111
## Andrew Tiller 22.92785 21.42713 20.90352
## Alex Kupper 38.65867 38.22697 37.87577
## Chris Williams 15.71687 36.39536 28.25764
## John Greco 78.70393 82.12814 80.02320
## Ali Marpet 54.12657 34.80035 45.37005
## Jonathan Cooper 55.92617 51.72112 55.65587
## Antoine McClain 21.46814 24.81752 22.47804
## Donald Thomas 49.96511 55.74480 54.55105
## Mackenzy Bernadeau 58.53682 64.48450 60.78129
## Dallas Reynolds 36.19694 40.40950 37.93605
## Mike McGlynn 45.91077 53.81556 49.80965
## Chris Hubbard 56.78727 42.93166 51.71705
## Chad Slade 31.34742 25.85440 28.28307
## Trey Hopkins 31.83237 25.95461 28.04536
## Jon Halapio 17.88782 15.00440 16.50396
## Jeff Allen 53.14150 53.73076 54.68618
## David Arkin 33.10548 25.27400 27.52125
## Dennis Kelly 50.61599 47.04613 49.22112
## Adam Gettis 36.01997 28.64702 34.66748
## Geoff Schwartz 42.74265 57.32566 49.43443
## Garth Gerhart 30.41768 34.39371 32.73370
## Josh Sitton 85.63610 93.90055 89.85399
## Jordan Devey 53.55371 50.67559 52.56358
## Andrew Donnal 29.98815 29.30683 30.51391
## Cody Wichmann 39.59533 23.07562 32.02152
## Takoby Cofield 33.49891 29.59734 30.94440
## Kristjan Sokoli 41.32262 13.93323 28.53928
## Johnnie Troutman 31.49529 40.63654 36.57042
## Tre Jackson 35.94222 33.23412 32.65649
## Jamil Douglas 51.96947 36.69858 44.49367
## Rodger Saffold 65.54674 72.54928 70.21930
## Josue Matias 28.32225 24.22948 25.51011
## Manny Ramirez 47.98313 65.65463 55.45555
## Brandon Fusco 64.13462 68.93687 66.76517
## Fernando Velasco 39.16952 53.48705 44.93334
## Andre Davis 34.26167 20.08743 26.43605
## La'el Collins 53.16783 38.89276 45.30740
## James Brewer 44.75050 45.77595 46.76707
## Sam Brenner 49.08926 40.27302 45.64528
## Andrew Norwell 56.21742 63.14704 57.53115
## Orlando Franklin 78.32223 85.08724 81.14064
## Mike Iupati 77.76204 83.71417 80.35569
## Laurent Duvernay-Tardif 54.44864 31.65150 44.17735
## David Quessenberry 64.76424 51.33401 59.32636
## Kadeem Edwards 37.63470 25.00751 30.23357
## Ronald Leary 64.09016 72.25332 67.35980
## Allen Barbre 62.39862 60.63373 63.42687
## Bobby Hart 21.36164 21.12903 20.11557
## Tyronne Green 44.15620 43.17539 44.51377
## Joel Bitonio 89.60630 85.95853 88.04918
## Jon Asamoah 77.46638 79.43114 78.59409
## J.R. Sweezy 59.71678 62.33696 63.00506
## Zane Beadles 65.38880 74.08002 68.50077
## Vladimir Ducasse 47.19953 47.80921 48.50210
## Jack Mewhort 62.98479 66.41278 63.39440
## Larry Warford 77.17385 83.18336 78.17902
## Matt Tobin 54.33152 48.38265 52.81568
## Josh Kline 55.34440 48.58434 52.80954
## Josh LeRibeus 46.14420 43.14691 44.55054
## Quinton Spain 39.33998 29.23650 33.70437
## Tyler Shatley 39.84921 29.60221 34.44614
## T.J. Lang 86.07357 91.34424 88.45478
## Tony Bergstrom 43.87732 45.95861 44.92612
## Shelley Smith 53.13593 52.73593 54.41537
## Marshal Yanda 93.55894 95.99608 94.59468
## Trent Brown 14.87109 11.12049 12.06686
## Jarvis Harrison 34.12505 25.24166 28.62504
## Gabe Jackson 69.27966 74.99566 70.49239
## Robert Myers 18.12427 12.92186 15.04955
## John Jerry 39.81417 54.24529 46.78669
## Brandon Brooks 67.19538 77.03129 72.59498
## Zach Fulton 55.11430 52.85004 53.77479
## Laken Tomlinson 52.86016 48.92798 50.33891
## Arie Kouandjio 11.87290 13.75412 12.75732
## Justin McCray 33.60142 33.55373 32.99168
## Ramon Foster 55.86426 70.48859 61.97797
## Willie Colon 36.99714 56.83040 46.64537
## Ryan Wendell 57.33984 68.65665 63.83754
## Kenny Wiggins 38.27783 43.82199 40.29075
## Mike Person 50.86881 49.91809 51.29260
## Miles Dieffenbach 19.49214 24.47933 22.40346
## Louis Vasquez 76.29936 85.75075 80.62924
## Jon Feliciano 29.40704 28.95397 29.02213
## Logan Mankins 67.36220 82.22461 75.43408
## Khalif Barnes 45.16110 57.28780 51.86867
## Barrett Jones 29.85831 43.48152 34.29740
## Alvin Bailey 72.01951 66.28312 69.91835
## Kevin Zeitler 71.48822 83.23118 77.37831
## Mark Glowinski 54.62531 38.63371 47.57807
## Bryce Quigley 43.08787 32.81087 38.85250
## William Campbell 37.05790 32.21601 33.82905
## Conor Boffeli 42.16865 32.87259 37.48681
## Bobby Vardaro 37.37670 25.35456 30.54407
## Eric Herman 36.99208 25.83947 29.92390
## Troy Kropog 48.45443 43.10243 46.23070
## Jahri Evans 57.02371 68.46637 63.44074
## Patrick Omameh 51.79598 49.72972 51.11403
## John Miller 37.46624 37.21634 37.38542
## Vinston Painter 45.39065 33.91502 41.51095
## Ryan Groy 53.21418 40.71005 46.86376
## Jeff Linkenbach 53.30082 57.23127 55.11818
## Chris Scott 25.10432 39.65201 31.76961
## Kyle Long 84.57543 83.45520 84.38511
## Ben Garland 46.51245 37.45556 42.58194
## Jared Smith 40.97882 37.66994 42.41395
## Clint Boling 72.94110 78.64142 74.80310
## Todd Herremans 44.74961 63.31986 54.23944
## Zack Martin 90.87163 89.93991 89.72369
## Andy Levitre 69.82739 76.69312 73.40858
## Senio Kelemete 42.05607 40.80700 43.18717
## Anthony Steen 29.56961 21.01015 25.40137
## Spencer Long 33.21896 33.02963 32.55663
## Austin Shepherd 27.51495 22.47066 25.23905
## Billy Turner 60.64083 54.12447 56.80028
## James Carpenter 62.52527 68.16806 65.95497
## A.J. Cann 44.26161 45.88164 42.74769
## Brandon Linder 77.72156 81.38365 78.23035
## Brian Winters 37.47065 38.46076 38.97681
## Chris Chester 67.14699 72.22635 70.74193
## Hugh Thornton 58.31298 57.24516 59.53261
## Dakota Dozier 40.39269 34.12957 36.30667
## John Urschel 65.28072 66.08503 65.19448
## Michael Ola 50.79513 50.27774 50.44661
## Lane Taylor 30.57594 28.89824 29.27772
## Earl Watford 64.40024 51.26621 59.02169
## Dallas Thomas 51.79628 48.45597 51.97257
## Jah Reid 54.08305 51.10646 51.60975
## Richie Incognito 49.97460 59.07928 54.63101
## Fast Blocker Tough Blocker
## David DeCastro 82.35445 81.33072
## Karim Barton 12.10127 20.28868
## Lamar Mady 33.48492 39.22502
## Joe Looney 36.17492 33.76385
## Brandon Thomas 41.38093 30.42276
## Xavier Su'a-Filo 53.15611 55.76519
## David Yankey 47.36604 49.11517
## Trai Turner 75.95508 74.82886
## Ben Grubbs 80.22633 79.94275
## Kelechi Osemele 82.94304 73.77618
## Keavon Milton 38.13522 36.94090
## Lance Louis 56.58143 53.29308
## Cyril Richardson 20.74248 28.03511
## Alex Boone 82.52220 81.51693
## Paul Fanaika 40.85555 45.73196
## Amini Silatolu 48.85427 44.98255
## Matt Slauson 70.52226 66.89771
## Shawn Lauvao 62.50725 62.33930
## Harland Gunn 38.60899 41.59113
## Al Bond 18.55774 26.18749
## Chance Warmack 75.54625 80.77729
## Andrew Tiller 17.50829 25.71381
## Alex Kupper 34.86215 40.83991
## Chris Williams 52.78137 12.76670
## John Greco 79.92589 81.06144
## Ali Marpet 44.31967 43.13758
## Jonathan Cooper 62.47297 47.68690
## Antoine McClain 21.65292 24.37417
## Donald Thomas 62.83867 46.34849
## Mackenzy Bernadeau 58.65676 63.75053
## Dallas Reynolds 35.20339 40.48143
## Mike McGlynn 45.74826 52.69019
## Chris Hubbard 49.88542 48.65609
## Chad Slade 24.79205 30.79264
## Trey Hopkins 24.82130 31.41671
## Jon Halapio 18.55595 15.04398
## Jeff Allen 57.01768 50.85052
## David Arkin 25.97339 31.24314
## Dennis Kelly 46.39358 50.03312
## Adam Gettis 40.08714 26.81107
## Geoff Schwartz 55.63462 47.42170
## Garth Gerhart 35.27635 30.71458
## Josh Sitton 93.25494 88.88523
## Jordan Devey 47.81680 54.44588
## Andrew Donnal 30.73428 28.68202
## Cody Wichmann 28.12442 31.48230
## Takoby Cofield 25.78706 35.28205
## Kristjan Sokoli 25.66633 23.79717
## Johnnie Troutman 38.49860 34.61890
## Tre Jackson 30.05229 38.00188
## Jamil Douglas 41.26646 45.32977
## Rodger Saffold 74.12334 65.82947
## Josue Matias 22.62245 28.64545
## Manny Ramirez 54.43601 59.74623
## Brandon Fusco 71.08927 63.83423
## Fernando Velasco 44.24837 48.52474
## Andre Davis 22.30127 29.06117
## La'el Collins 43.31402 47.22966
## James Brewer 50.97969 41.38075
## Sam Brenner 44.67577 43.94316
## Andrew Norwell 56.39441 62.69686
## Orlando Franklin 84.01613 81.08456
## Mike Iupati 82.19715 80.47526
## Laurent Duvernay-Tardif 40.84670 42.49642
## David Quessenberry 55.85120 58.63247
## Kadeem Edwards 26.33176 33.82148
## Ronald Leary 69.45640 68.20300
## Allen Barbre 64.35455 59.03919
## Bobby Hart 15.67347 25.53659
## Tyronne Green 43.68711 43.32666
## Joel Bitonio 89.63907 86.49776
## Jon Asamoah 80.26952 77.35632
## J.R. Sweezy 67.71047 56.22677
## Zane Beadles 67.58539 72.01157
## Vladimir Ducasse 47.22692 47.35926
## Jack Mewhort 62.10988 66.82716
## Larry Warford 76.88397 83.10668
## Matt Tobin 50.03351 51.43439
## Josh Kline 51.90895 51.45568
## Josh LeRibeus 45.10558 44.27265
## Quinton Spain 28.32715 37.61227
## Tyler Shatley 30.91871 36.50923
## T.J. Lang 89.80038 88.75939
## Tony Bergstrom 42.89709 46.22559
## Shelley Smith 54.43405 51.50847
## Marshal Yanda 95.68620 94.56575
## Trent Brown 11.11324 14.22525
## Jarvis Harrison 30.10394 29.13802
## Gabe Jackson 70.89480 73.77466
## Robert Myers 13.64902 16.39238
## John Jerry 52.46721 44.31660
## Brandon Brooks 80.59198 66.92730
## Zach Fulton 51.73752 55.31883
## Laken Tomlinson 48.16892 52.57615
## Arie Kouandjio 15.96640 11.17243
## Justin McCray 31.55310 35.02755
## Ramon Foster 64.06317 64.09959
## Willie Colon 52.66247 44.14640
## Ryan Wendell 65.24074 62.06778
## Kenny Wiggins 36.48084 44.32294
## Mike Person 49.76976 50.42900
## Miles Dieffenbach 26.68243 19.29636
## Louis Vasquez 79.82774 82.91444
## Jon Feliciano 25.79703 31.36098
## Logan Mankins 77.76666 74.49075
## Khalif Barnes 53.40349 50.19795
## Barrett Jones 38.49087 36.51780
## Alvin Bailey 69.76042 68.40109
## Kevin Zeitler 84.11952 74.03638
## Mark Glowinski 45.09049 46.46537
## Bryce Quigley 35.08702 38.78254
## William Campbell 29.56757 37.87510
## Conor Boffeli 34.02361 39.14558
## Bobby Vardaro 26.50033 33.76814
## Eric Herman 23.75060 36.13978
## Troy Kropog 44.62756 46.09158
## Jahri Evans 63.46357 62.80803
## Patrick Omameh 48.43328 51.97231
## John Miller 38.23204 36.78022
## Vinston Painter 44.14657 35.72214
## Ryan Groy 41.65504 49.66591
## Jeff Linkenbach 52.79534 56.97091
## Chris Scott 38.67336 28.89818
## Kyle Long 86.80661 81.97927
## Ben Garland 39.26339 42.97914
## Jared Smith 50.72522 31.67705
## Clint Boling 72.32462 78.46627
## Todd Herremans 58.09945 52.45223
## Zack Martin 90.02840 90.82806
## Andy Levitre 71.27141 74.86014
## Senio Kelemete 44.70025 38.84515
## Anthony Steen 24.61161 24.94808
## Spencer Long 37.99920 30.47815
## Austin Shepherd 20.80608 27.29267
## Billy Turner 53.42675 59.73119
## James Carpenter 68.67598 63.37303
## A.J. Cann 39.52702 49.34237
## Brandon Linder 78.92891 80.59121
## Brian Winters 36.56640 38.51606
## Chris Chester 74.21744 66.71396
## Hugh Thornton 62.22537 54.38842
## Dakota Dozier 34.40960 39.01567
## John Urschel 62.48392 67.76240
## Michael Ola 47.80914 52.19733
## Lane Taylor 26.29375 31.99865
## Earl Watford 55.52482 58.50847
## Dallas Thomas 50.20042 49.32322
## Jah Reid 47.50724 55.87637
## Richie Incognito 61.36800 50.69328
## Pulling Guard Pass Blocker Balanced OG Run Blocker
## David DeCastro 80.29815 83.49291 81.34975 79.89308
## Karim Barton 11.81661 13.23561 12.88325 14.84264
## Lamar Mady 31.80429 35.31732 33.80040 35.80596
## Joe Looney 38.97091 33.19262 36.61747 37.26089
## Brandon Thomas 48.39323 44.59918 47.61613 50.95851
## Xavier Su'a-Filo 62.37239 50.00899 56.51045 54.01101
## David Yankey 53.76376 47.71958 52.58708 58.05930
## Trai Turner 75.97456 76.05295 75.17493 71.77968
## Ben Grubbs 77.17432 78.34411 76.65283 72.40065
## Kelechi Osemele 81.98273 87.05106 85.43326 89.34496
## Keavon Milton 56.01934 28.92245 42.19121 35.45382
## Lance Louis 61.77104 49.35825 55.09628 49.50334
## Cyril Richardson 21.60334 20.09564 21.08047 21.59974
## Alex Boone 77.99258 85.55766 82.42811 85.82188
## Paul Fanaika 26.00268 45.34029 33.91920 34.32753
## Amini Silatolu 50.29685 47.72544 49.45024 50.45379
## Matt Slauson 63.82125 74.04067 69.74508 74.78522
## Shawn Lauvao 52.20560 64.15903 57.04420 55.55369
## Harland Gunn 38.82619 36.41880 37.73458 37.52814
## Al Bond 18.18544 17.53256 18.39414 20.38851
## Chance Warmack 74.94414 77.19943 77.28901 82.17454
## Andrew Tiller 16.66588 19.39212 18.83384 23.19558
## Alex Kupper 31.40386 34.92242 32.50437 30.99780
## Chris Williams 55.30643 53.98070 53.15913 46.96948
## John Greco 78.96340 81.49112 81.05874 84.61644
## Ali Marpet 59.19742 41.16936 51.03362 49.29496
## Jonathan Cooper 70.38329 60.77465 65.23697 60.61991
## Antoine McClain 18.97780 22.83219 21.13048 23.36098
## Donald Thomas 67.91275 62.63105 65.90161 66.74774
## Mackenzy Bernadeau 53.63477 60.04760 57.44913 61.45920
## Dallas Reynolds 31.38026 35.17313 33.64945 36.28554
## Mike McGlynn 34.14702 43.63324 36.71280 31.35479
## Chris Hubbard 57.98575 44.15537 50.01204 42.01542
## Chad Slade 25.14006 23.71605 24.32209 23.54375
## Trey Hopkins 25.38102 25.13906 25.44149 26.08872
## Jon Halapio 23.26199 19.00269 21.73148 23.16395
## Jeff Allen 61.46680 55.38984 59.09883 59.93132
## David Arkin 28.90503 28.83519 29.64031 32.71289
## Dennis Kelly 44.48086 43.64104 42.61892 36.87850
## Adam Gettis 53.57041 36.00936 45.29358 42.86915
## Geoff Schwartz 51.14723 59.91738 56.46946 62.32110
## Garth Gerhart 34.41636 35.30211 34.66790 34.17203
## Josh Sitton 89.26229 95.27934 92.41647 92.83857
## Jordan Devey 45.83767 44.26448 44.43333 41.60956
## Andrew Donnal 33.10621 28.74193 31.08966 30.65672
## Cody Wichmann 36.52473 23.47602 29.10845 23.60547
## Takoby Cofield 24.72299 24.95015 25.20001 26.71121
## Kristjan Sokoli 49.95960 18.35734 33.30939 27.33136
## Johnnie Troutman 32.68622 38.00376 34.12542 31.04792
## Tre Jackson 30.76596 34.17140 34.08793 41.76789
## Jamil Douglas 47.97150 38.82122 42.66347 37.52560
## Rodger Saffold 70.34245 72.71794 69.76184 63.11987
## Josue Matias 20.36546 22.58380 20.64313 18.19312
## Manny Ramirez 40.05235 58.04606 48.84051 53.15073
## Brandon Fusco 69.97547 72.58031 70.59842 68.57588
## Fernando Velasco 32.28454 47.64521 39.09206 40.74009
## Andre Davis 25.21606 20.66527 21.80744 16.84746
## La'el Collins 55.00200 44.42313 52.07705 58.32066
## James Brewer 55.87000 49.05661 52.83675 52.36931
## Sam Brenner 51.91992 41.86481 47.27215 46.05831
## Andrew Norwell 49.20715 61.49030 56.08331 62.01044
## Orlando Franklin 79.67063 86.82741 83.08703 83.47687
## Mike Iupati 82.56879 84.75383 85.15079 90.43783
## Laurent Duvernay-Tardif 55.24564 35.50242 45.15476 39.42215
## David Quessenberry 65.77395 51.57702 59.77856 59.57635
## Kadeem Edwards 31.41136 26.43748 29.40674 30.10809
## Ronald Leary 68.80571 73.30383 73.10549 81.21975
## Allen Barbre 68.03040 59.89677 63.78030 60.44197
## Bobby Hart 12.61385 16.26198 14.62395 16.78251
## Tyronne Green 45.44388 41.62955 43.47240 42.19710
## Joel Bitonio 93.12731 90.04343 91.99006 92.30069
## Jon Asamoah 78.81163 80.52939 78.93046 76.36987
## J.R. Sweezy 73.67136 65.55454 70.78166 72.59035
## Zane Beadles 56.31139 70.51993 62.34278 61.20654
## Vladimir Ducasse 47.94648 44.38866 46.32339 45.96023
## Jack Mewhort 59.27548 65.06936 63.29111 68.92524
## Larry Warford 65.92857 81.44199 73.40699 74.30915
## Matt Tobin 55.43560 45.20697 51.07784 51.17876
## Josh Kline 58.09382 49.53832 54.49601 54.68982
## Josh LeRibeus 48.02183 45.39055 47.15341 48.17791
## Quinton Spain 32.60958 27.23279 31.05785 34.30008
## Tyler Shatley 33.92928 29.46274 31.33205 28.85675
## T.J. Lang 86.67777 91.48349 89.29375 90.63422
## Tony Bergstrom 40.29036 41.65155 41.14698 42.22066
## Shelley Smith 57.89122 51.26061 54.98480 54.67998
## Marshal Yanda 95.11534 96.76652 96.20835 97.25959
## Trent Brown 11.51296 12.67451 12.11894 12.58450
## Jarvis Harrison 36.82163 33.46506 35.70332 37.02482
## Gabe Jackson 62.13192 74.91433 67.64440 66.67997
## Robert Myers 15.76702 13.85521 14.94846 15.03411
## John Jerry 45.96204 55.64155 50.53608 52.16407
## Brandon Brooks 82.88527 83.82221 84.42027 88.33693
## Zach Fulton 51.71782 51.54960 51.73333 52.07550
## Laken Tomlinson 48.83212 48.62985 48.97394 49.86663
## Arie Kouandjio 17.11841 17.59308 17.64043 18.92271
## Justin McCray 31.56945 32.90686 32.93108 36.08876
## Ramon Foster 51.48595 68.36450 58.92878 58.83917
## Willie Colon 36.97555 54.86206 42.54805 35.01713
## Ryan Wendell 63.83912 64.84974 66.03958 72.57374
## Kenny Wiggins 30.24176 36.63280 33.48238 35.69630
## Mike Person 50.45340 47.14288 48.60101 46.91969
## Miles Dieffenbach 27.90316 27.51765 28.25009 30.29382
## Louis Vasquez 64.83215 80.75321 70.69350 64.28091
## Jon Feliciano 23.05081 24.57872 23.46245 22.54887
## Logan Mankins 69.66109 78.53210 74.37155 77.04818
## Khalif Barnes 43.24776 52.02542 45.60846 40.24997
## Barrett Jones 29.46876 45.70252 37.39520 42.37785
## Alvin Bailey 74.82317 68.13699 71.88737 71.25872
## Kevin Zeitler 82.40038 87.50013 85.60275 88.68170
## Mark Glowinski 54.10467 40.96979 47.09523 41.88885
## Bryce Quigley 38.59914 30.73674 33.58499 27.77872
## William Campbell 28.51612 29.33566 28.91523 29.10633
## Conor Boffeli 35.80368 31.90883 33.05430 29.06056
## Bobby Vardaro 32.73322 26.26197 30.45100 32.73774
## Eric Herman 24.99904 23.74332 24.66325 25.48110
## Troy Kropog 46.29038 42.62461 43.68574 39.72591
## Jahri Evans 55.71023 61.92713 58.25170 57.65549
## Patrick Omameh 48.88053 46.40954 47.78368 47.64435
## John Miller 38.99800 38.39267 38.84609 39.26901
## Vinston Painter 55.34313 40.27548 47.28737 41.26353
## Ryan Groy 44.79275 39.30397 41.39706 37.46774
## Jeff Linkenbach 45.38810 51.96592 47.08619 42.74800
## Chris Scott 31.57972 42.79900 36.15019 35.74087
## Kyle Long 88.42228 86.85417 87.29023 85.30769
## Ben Garland 44.24287 36.27507 40.39228 38.90473
## Jared Smith 63.41493 46.75116 55.55313 52.27642
## Clint Boling 67.03465 74.46255 71.82642 77.29916
## Todd Herremans 50.19752 59.57281 55.59656 60.77140
## Zack Martin 89.57959 91.63359 90.57557 90.86031
## Andy Levitre 65.34054 70.21315 67.85072 69.32549
## Senio Kelemete 49.40515 41.13310 45.30974 43.27913
## Anthony Steen 28.80522 23.27285 25.31003 21.43939
## Spencer Long 42.60195 41.85267 43.33028 47.46833
## Austin Shepherd 21.39153 18.18317 19.82096 19.22056
## Billy Turner 52.81694 53.20073 52.20652 49.17525
## James Carpenter 65.39140 68.33803 65.64464 61.54377
## A.J. Cann 34.51533 44.06103 39.65993 44.14904
## Brandon Linder 73.81834 82.51024 77.88429 78.23294
## Brian Winters 34.69934 32.57807 33.28016 31.34668
## Chris Chester 71.91413 72.95668 71.11534 66.00513
## Hugh Thornton 64.72312 58.70555 60.66904 54.64929
## Dakota Dozier 38.65072 35.98801 38.76627 43.80888
## John Urschel 56.68594 62.26011 58.14937 54.39503
## Michael Ola 44.89175 46.86325 45.04319 42.35372
## Lane Taylor 23.74224 25.79794 24.26767 22.94505
## Earl Watford 65.30631 51.48465 59.53304 59.61857
## Dallas Thomas 52.97598 44.73225 48.34698 44.12117
## Jah Reid 46.51440 48.35962 47.96296 50.53399
## Richie Incognito 60.03505 63.85691 62.16133 63.98789
## Power Blocker V6
## David DeCastro 81.43126 87
## Karim Barton 14.95013 60
## Lamar Mady 36.64843 70
## Joe Looney 35.02090 68
## Brandon Thomas 48.81558 73
## Xavier Su'a-Filo 50.04723 74
## David Yankey 54.65140 73
## Trai Turner 72.60584 83
## Ben Grubbs 73.86968 85
## Kelechi Osemele 89.95727 90
## Keavon Milton 27.80463 65
## Lance Louis 46.23651 73
## Cyril Richardson 20.92930 64
## Alex Boone 87.38259 88
## Paul Fanaika 41.46061 74
## Amini Silatolu 49.29357 74
## Matt Slauson 76.99077 84
## Shawn Lauvao 60.23869 80
## Harland Gunn 36.70774 70
## Al Bond 19.66970 62
## Chance Warmack 81.82274 84
## Andrew Tiller 23.28489 63
## Alex Kupper 32.59425 70
## Chris Williams 47.90148 75
## John Greco 84.63754 86
## Ali Marpet 43.14759 70
## Jonathan Cooper 58.02770 77
## Antoine McClain 24.33594 65
## Donald Thomas 64.64903 78
## Mackenzy Bernadeau 62.80670 78
## Dallas Reynolds 37.09521 70
## Mike McGlynn 35.84663 73
## Chris Hubbard 38.91799 72
## Chad Slade 23.21641 65
## Trey Hopkins 25.85128 65
## Jon Halapio 21.24990 63
## Jeff Allen 57.54322 75
## David Arkin 31.97237 67
## Dennis Kelly 37.87735 72
## Adam Gettis 37.15799 68
## Geoff Schwartz 64.05258 78
## Garth Gerhart 34.60424 70
## Josh Sitton 94.66543 97
## Jordan Devey 41.69008 73
## Andrew Donnal 29.19696 66
## Cody Wichmann 20.68253 64
## Takoby Cofield 26.44648 65
## Kristjan Sokoli 18.68600 60
## Johnnie Troutman 33.60972 70
## Tre Jackson 41.30065 70
## Jamil Douglas 35.49895 70
## Rodger Saffold 65.61978 83
## Josue Matias 19.48564 65
## Manny Ramirez 58.66638 79
## Brandon Fusco 70.01235 82
## Fernando Velasco 46.05580 74
## Andre Davis 16.52485 64
## La'el Collins 53.09845 72
## James Brewer 50.00504 74
## Sam Brenner 42.71261 71
## Andrew Norwell 64.94067 79
## Orlando Franklin 85.85766 90
## Mike Iupati 89.94847 88
## Laurent Duvernay-Tardif 33.83270 68
## David Quessenberry 54.41518 73
## Kadeem Edwards 28.14178 66
## Ronald Leary 80.83726 83
## Allen Barbre 58.16259 77
## Bobby Hart 17.74636 62
## Tyronne Green 41.11881 71
## Joel Bitonio 91.11569 91
## Jon Asamoah 77.63288 85
## J.R. Sweezy 69.28626 79
## Zane Beadles 66.61101 83
## Vladimir Ducasse 44.75831 72
## Jack Mewhort 69.62596 80
## Larry Warford 79.43460 87
## Matt Tobin 47.44663 72
## Josh Kline 51.53997 73
## Josh LeRibeus 46.99003 73
## Quinton Spain 31.52747 66
## Tyler Shatley 27.86943 67
## T.J. Lang 91.85127 92
## Tony Bergstrom 42.47044 72
## Shelley Smith 52.34194 75
## Marshal Yanda 97.47957 98
## Trent Brown 12.91189 60
## Jarvis Harrison 35.49471 68
## Gabe Jackson 71.51427 84
## Robert Myers 14.32668 60
## John Jerry 55.28835 77
## Brandon Brooks 87.78670 87
## Zach Fulton 51.93642 74
## Laken Tomlinson 49.58925 74
## Arie Kouandjio 18.80458 62
## Justin McCray 35.86004 69
## Ramon Foster 64.92752 82
## Willie Colon 43.04157 77
## Ryan Wendell 71.46921 79
## Kenny Wiggins 37.57385 70
## Mike Person 46.10933 73
## Miles Dieffenbach 29.67641 66
## Louis Vasquez 72.01756 86
## Jon Feliciano 23.29868 65
## Logan Mankins 79.40561 86
## Khalif Barnes 44.60124 75
## Barrett Jones 47.38685 74
## Alvin Bailey 68.92691 80
## Kevin Zeitler 89.53667 89
## Mark Glowinski 38.41960 71
## Bryce Quigley 26.47355 67
## William Campbell 29.36045 67
## Conor Boffeli 28.62839 68
## Bobby Vardaro 29.80946 65
## Eric Herman 24.83162 65
## Troy Kropog 39.32662 72
## Jahri Evans 60.04224 78
## Patrick Omameh 46.78270 73
## John Miller 38.95258 71
## Vinston Painter 37.31472 70
## Ryan Groy 36.43089 71
## Jeff Linkenbach 46.09838 75
## Chris Scott 39.93307 72
## Kyle Long 85.14370 88
## Ben Garland 36.40647 69
## Jared Smith 46.90853 72
## Clint Boling 78.46686 84
## Todd Herremans 62.88886 78
## Zack Martin 91.50836 92
## Andy Levitre 70.70541 82
## Senio Kelemete 40.78024 71
## Anthony Steen 20.49313 65
## Spencer Long 46.24276 71
## Austin Shepherd 18.23075 62
## Billy Turner 50.00791 75
## James Carpenter 63.60451 80
## A.J. Cann 46.67706 73
## Brandon Linder 81.19011 87
## Brian Winters 31.03823 69
## Chris Chester 67.61145 83
## Hugh Thornton 53.77949 76
## Dakota Dozier 41.64810 69
## John Urschel 57.30972 78
## Michael Ola 43.67318 74
## Lane Taylor 23.96868 66
## Earl Watford 54.53992 74
## Dallas Thomas 42.13348 72
## Jah Reid 50.61485 74
## Richie Incognito 64.92814 79
## Pulling Guard Power Blocker Balanced OG
## David DeCastro 80.76249 82.41456 81.21683
## Karim Barton 19.14198 14.52881 15.53942
## Lamar Mady 37.49711 36.12803 35.64070
## Joe Looney 34.93163 34.90690 36.12695
## Brandon Thomas 34.93034 33.92737 34.37448
## Xavier Su'a-Filo 62.95955 47.44274 55.92566
## David Yankey 51.19875 45.91094 48.38661
## Trai Turner 76.32051 74.29327 75.36921
## Ben Grubbs 78.94061 81.25035 80.69411
## Kelechi Osemele 71.19600 82.24359 76.44654
## Keavon Milton 50.14482 28.05668 41.99178
## Lance Louis 57.89727 52.55045 57.90276
## Cyril Richardson 28.23818 22.34961 24.78201
## Alex Boone 76.97208 85.45900 80.67805
## Paul Fanaika 34.90729 51.50489 41.10422
## Amini Silatolu 45.27371 47.79803 47.28257
## Matt Slauson 60.41264 74.48065 66.94655
## Shawn Lauvao 56.13734 67.59063 61.41363
## Harland Gunn 41.27325 39.91859 41.07574
## Al Bond 24.44502 21.87259 22.85499
## Chance Warmack 78.22410 79.14777 77.83111
## Andrew Tiller 22.92785 21.42713 20.90352
## Alex Kupper 38.65867 38.22697 37.87577
## Chris Williams 15.71687 36.39536 28.25764
## John Greco 78.70393 82.12814 80.02320
## Ali Marpet 54.12657 34.80035 45.37005
## Jonathan Cooper 55.92617 51.72112 55.65587
## Antoine McClain 21.46814 24.81752 22.47804
## Donald Thomas 49.96511 55.74480 54.55105
## Mackenzy Bernadeau 58.53682 64.48450 60.78129
## Dallas Reynolds 36.19694 40.40950 37.93605
## Mike McGlynn 45.91077 53.81556 49.80965
## Chris Hubbard 56.78727 42.93166 51.71705
## Chad Slade 31.34742 25.85440 28.28307
## Trey Hopkins 31.83237 25.95461 28.04536
## Jon Halapio 17.88782 15.00440 16.50396
## Jeff Allen 53.14150 53.73076 54.68618
## David Arkin 33.10548 25.27400 27.52125
## Dennis Kelly 50.61599 47.04613 49.22112
## Adam Gettis 36.01997 28.64702 34.66748
## Geoff Schwartz 42.74265 57.32566 49.43443
## Garth Gerhart 30.41768 34.39371 32.73370
## Josh Sitton 85.63610 93.90055 89.85399
## Jordan Devey 53.55371 50.67559 52.56358
## Andrew Donnal 29.98815 29.30683 30.51391
## Cody Wichmann 39.59533 23.07562 32.02152
## Takoby Cofield 33.49891 29.59734 30.94440
## Kristjan Sokoli 41.32262 13.93323 28.53928
## Johnnie Troutman 31.49529 40.63654 36.57042
## Tre Jackson 35.94222 33.23412 32.65649
## Jamil Douglas 51.96947 36.69858 44.49367
## Rodger Saffold 65.54674 72.54928 70.21930
## Josue Matias 28.32225 24.22948 25.51011
## Manny Ramirez 47.98313 65.65463 55.45555
## Brandon Fusco 64.13462 68.93687 66.76517
## Fernando Velasco 39.16952 53.48705 44.93334
## Andre Davis 34.26167 20.08743 26.43605
## La'el Collins 53.16783 38.89276 45.30740
## James Brewer 44.75050 45.77595 46.76707
## Sam Brenner 49.08926 40.27302 45.64528
## Andrew Norwell 56.21742 63.14704 57.53115
## Orlando Franklin 78.32223 85.08724 81.14064
## Mike Iupati 77.76204 83.71417 80.35569
## Laurent Duvernay-Tardif 54.44864 31.65150 44.17735
## David Quessenberry 64.76424 51.33401 59.32636
## Kadeem Edwards 37.63470 25.00751 30.23357
## Ronald Leary 64.09016 72.25332 67.35980
## Allen Barbre 62.39862 60.63373 63.42687
## Bobby Hart 21.36164 21.12903 20.11557
## Tyronne Green 44.15620 43.17539 44.51377
## Joel Bitonio 89.60630 85.95853 88.04918
## Jon Asamoah 77.46638 79.43114 78.59409
## J.R. Sweezy 59.71678 62.33696 63.00506
## Zane Beadles 65.38880 74.08002 68.50077
## Vladimir Ducasse 47.19953 47.80921 48.50210
## Jack Mewhort 62.98479 66.41278 63.39440
## Larry Warford 77.17385 83.18336 78.17902
## Matt Tobin 54.33152 48.38265 52.81568
## Josh Kline 55.34440 48.58434 52.80954
## Josh LeRibeus 46.14420 43.14691 44.55054
## Quinton Spain 39.33998 29.23650 33.70437
## Tyler Shatley 39.84921 29.60221 34.44614
## T.J. Lang 86.07357 91.34424 88.45478
## Tony Bergstrom 43.87732 45.95861 44.92612
## Shelley Smith 53.13593 52.73593 54.41537
## Marshal Yanda 93.55894 95.99608 94.59468
## Trent Brown 14.87109 11.12049 12.06686
## Jarvis Harrison 34.12505 25.24166 28.62504
## Gabe Jackson 69.27966 74.99566 70.49239
## Robert Myers 18.12427 12.92186 15.04955
## John Jerry 39.81417 54.24529 46.78669
## Brandon Brooks 67.19538 77.03129 72.59498
## Zach Fulton 55.11430 52.85004 53.77479
## Laken Tomlinson 52.86016 48.92798 50.33891
## Arie Kouandjio 11.87290 13.75412 12.75732
## Justin McCray 33.60142 33.55373 32.99168
## Ramon Foster 55.86426 70.48859 61.97797
## Willie Colon 36.99714 56.83040 46.64537
## Ryan Wendell 57.33984 68.65665 63.83754
## Kenny Wiggins 38.27783 43.82199 40.29075
## Mike Person 50.86881 49.91809 51.29260
## Miles Dieffenbach 19.49214 24.47933 22.40346
## Louis Vasquez 76.29936 85.75075 80.62924
## Jon Feliciano 29.40704 28.95397 29.02213
## Logan Mankins 67.36220 82.22461 75.43408
## Khalif Barnes 45.16110 57.28780 51.86867
## Barrett Jones 29.85831 43.48152 34.29740
## Alvin Bailey 72.01951 66.28312 69.91835
## Kevin Zeitler 71.48822 83.23118 77.37831
## Mark Glowinski 54.62531 38.63371 47.57807
## Bryce Quigley 43.08787 32.81087 38.85250
## William Campbell 37.05790 32.21601 33.82905
## Conor Boffeli 42.16865 32.87259 37.48681
## Bobby Vardaro 37.37670 25.35456 30.54407
## Eric Herman 36.99208 25.83947 29.92390
## Troy Kropog 48.45443 43.10243 46.23070
## Jahri Evans 57.02371 68.46637 63.44074
## Patrick Omameh 51.79598 49.72972 51.11403
## John Miller 37.46624 37.21634 37.38542
## Vinston Painter 45.39065 33.91502 41.51095
## Ryan Groy 53.21418 40.71005 46.86376
## Jeff Linkenbach 53.30082 57.23127 55.11818
## Chris Scott 25.10432 39.65201 31.76961
## Kyle Long 84.57543 83.45520 84.38511
## Ben Garland 46.51245 37.45556 42.58194
## Jared Smith 40.97882 37.66994 42.41395
## Clint Boling 72.94110 78.64142 74.80310
## Todd Herremans 44.74961 63.31986 54.23944
## Zack Martin 90.87163 89.93991 89.72369
## Andy Levitre 69.82739 76.69312 73.40858
## Senio Kelemete 42.05607 40.80700 43.18717
## Anthony Steen 29.56961 21.01015 25.40137
## Spencer Long 33.21896 33.02963 32.55663
## Austin Shepherd 27.51495 22.47066 25.23905
## Billy Turner 60.64083 54.12447 56.80028
## James Carpenter 62.52527 68.16806 65.95497
## A.J. Cann 44.26161 45.88164 42.74769
## Brandon Linder 77.72156 81.38365 78.23035
## Brian Winters 37.47065 38.46076 38.97681
## Chris Chester 67.14699 72.22635 70.74193
## Hugh Thornton 58.31298 57.24516 59.53261
## Dakota Dozier 40.39269 34.12957 36.30667
## John Urschel 65.28072 66.08503 65.19448
## Michael Ola 50.79513 50.27774 50.44661
## Lane Taylor 30.57594 28.89824 29.27772
## Earl Watford 64.40024 51.26621 59.02169
## Dallas Thomas 51.79628 48.45597 51.97257
## Jah Reid 54.08305 51.10646 51.60975
## Richie Incognito 49.97460 59.07928 54.63101
## Fast Blocker Tough Blocker V6
## David DeCastro 82.35445 81.33072 87
## Karim Barton 12.10127 20.28868 60
## Lamar Mady 33.48492 39.22502 70
## Joe Looney 36.17492 33.76385 68
## Brandon Thomas 41.38093 30.42276 73
## Xavier Su'a-Filo 53.15611 55.76519 74
## David Yankey 47.36604 49.11517 73
## Trai Turner 75.95508 74.82886 83
## Ben Grubbs 80.22633 79.94275 85
## Kelechi Osemele 82.94304 73.77618 90
## Keavon Milton 38.13522 36.94090 65
## Lance Louis 56.58143 53.29308 73
## Cyril Richardson 20.74248 28.03511 64
## Alex Boone 82.52220 81.51693 88
## Paul Fanaika 40.85555 45.73196 74
## Amini Silatolu 48.85427 44.98255 74
## Matt Slauson 70.52226 66.89771 84
## Shawn Lauvao 62.50725 62.33930 80
## Harland Gunn 38.60899 41.59113 70
## Al Bond 18.55774 26.18749 62
## Chance Warmack 75.54625 80.77729 84
## Andrew Tiller 17.50829 25.71381 63
## Alex Kupper 34.86215 40.83991 70
## Chris Williams 52.78137 12.76670 75
## John Greco 79.92589 81.06144 86
## Ali Marpet 44.31967 43.13758 70
## Jonathan Cooper 62.47297 47.68690 77
## Antoine McClain 21.65292 24.37417 65
## Donald Thomas 62.83867 46.34849 78
## Mackenzy Bernadeau 58.65676 63.75053 78
## Dallas Reynolds 35.20339 40.48143 70
## Mike McGlynn 45.74826 52.69019 73
## Chris Hubbard 49.88542 48.65609 72
## Chad Slade 24.79205 30.79264 65
## Trey Hopkins 24.82130 31.41671 65
## Jon Halapio 18.55595 15.04398 63
## Jeff Allen 57.01768 50.85052 75
## David Arkin 25.97339 31.24314 67
## Dennis Kelly 46.39358 50.03312 72
## Adam Gettis 40.08714 26.81107 68
## Geoff Schwartz 55.63462 47.42170 78
## Garth Gerhart 35.27635 30.71458 70
## Josh Sitton 93.25494 88.88523 97
## Jordan Devey 47.81680 54.44588 73
## Andrew Donnal 30.73428 28.68202 66
## Cody Wichmann 28.12442 31.48230 64
## Takoby Cofield 25.78706 35.28205 65
## Kristjan Sokoli 25.66633 23.79717 60
## Johnnie Troutman 38.49860 34.61890 70
## Tre Jackson 30.05229 38.00188 70
## Jamil Douglas 41.26646 45.32977 70
## Rodger Saffold 74.12334 65.82947 83
## Josue Matias 22.62245 28.64545 65
## Manny Ramirez 54.43601 59.74623 79
## Brandon Fusco 71.08927 63.83423 82
## Fernando Velasco 44.24837 48.52474 74
## Andre Davis 22.30127 29.06117 64
## La'el Collins 43.31402 47.22966 72
## James Brewer 50.97969 41.38075 74
## Sam Brenner 44.67577 43.94316 71
## Andrew Norwell 56.39441 62.69686 79
## Orlando Franklin 84.01613 81.08456 90
## Mike Iupati 82.19715 80.47526 88
## Laurent Duvernay-Tardif 40.84670 42.49642 68
## David Quessenberry 55.85120 58.63247 73
## Kadeem Edwards 26.33176 33.82148 66
## Ronald Leary 69.45640 68.20300 83
## Allen Barbre 64.35455 59.03919 77
## Bobby Hart 15.67347 25.53659 62
## Tyronne Green 43.68711 43.32666 71
## Joel Bitonio 89.63907 86.49776 91
## Jon Asamoah 80.26952 77.35632 85
## J.R. Sweezy 67.71047 56.22677 79
## Zane Beadles 67.58539 72.01157 83
## Vladimir Ducasse 47.22692 47.35926 72
## Jack Mewhort 62.10988 66.82716 80
## Larry Warford 76.88397 83.10668 87
## Matt Tobin 50.03351 51.43439 72
## Josh Kline 51.90895 51.45568 73
## Josh LeRibeus 45.10558 44.27265 73
## Quinton Spain 28.32715 37.61227 66
## Tyler Shatley 30.91871 36.50923 67
## T.J. Lang 89.80038 88.75939 92
## Tony Bergstrom 42.89709 46.22559 72
## Shelley Smith 54.43405 51.50847 75
## Marshal Yanda 95.68620 94.56575 98
## Trent Brown 11.11324 14.22525 60
## Jarvis Harrison 30.10394 29.13802 68
## Gabe Jackson 70.89480 73.77466 84
## Robert Myers 13.64902 16.39238 60
## John Jerry 52.46721 44.31660 77
## Brandon Brooks 80.59198 66.92730 87
## Zach Fulton 51.73752 55.31883 74
## Laken Tomlinson 48.16892 52.57615 74
## Arie Kouandjio 15.96640 11.17243 62
## Justin McCray 31.55310 35.02755 69
## Ramon Foster 64.06317 64.09959 82
## Willie Colon 52.66247 44.14640 77
## Ryan Wendell 65.24074 62.06778 79
## Kenny Wiggins 36.48084 44.32294 70
## Mike Person 49.76976 50.42900 73
## Miles Dieffenbach 26.68243 19.29636 66
## Louis Vasquez 79.82774 82.91444 86
## Jon Feliciano 25.79703 31.36098 65
## Logan Mankins 77.76666 74.49075 86
## Khalif Barnes 53.40349 50.19795 75
## Barrett Jones 38.49087 36.51780 74
## Alvin Bailey 69.76042 68.40109 80
## Kevin Zeitler 84.11952 74.03638 89
## Mark Glowinski 45.09049 46.46537 71
## Bryce Quigley 35.08702 38.78254 67
## William Campbell 29.56757 37.87510 67
## Conor Boffeli 34.02361 39.14558 68
## Bobby Vardaro 26.50033 33.76814 65
## Eric Herman 23.75060 36.13978 65
## Troy Kropog 44.62756 46.09158 72
## Jahri Evans 63.46357 62.80803 78
## Patrick Omameh 48.43328 51.97231 73
## John Miller 38.23204 36.78022 71
## Vinston Painter 44.14657 35.72214 70
## Ryan Groy 41.65504 49.66591 71
## Jeff Linkenbach 52.79534 56.97091 75
## Chris Scott 38.67336 28.89818 72
## Kyle Long 86.80661 81.97927 88
## Ben Garland 39.26339 42.97914 69
## Jared Smith 50.72522 31.67705 72
## Clint Boling 72.32462 78.46627 84
## Todd Herremans 58.09945 52.45223 78
## Zack Martin 90.02840 90.82806 92
## Andy Levitre 71.27141 74.86014 82
## Senio Kelemete 44.70025 38.84515 71
## Anthony Steen 24.61161 24.94808 65
## Spencer Long 37.99920 30.47815 71
## Austin Shepherd 20.80608 27.29267 62
## Billy Turner 53.42675 59.73119 75
## James Carpenter 68.67598 63.37303 80
## A.J. Cann 39.52702 49.34237 73
## Brandon Linder 78.92891 80.59121 87
## Brian Winters 36.56640 38.51606 69
## Chris Chester 74.21744 66.71396 83
## Hugh Thornton 62.22537 54.38842 76
## Dakota Dozier 34.40960 39.01567 69
## John Urschel 62.48392 67.76240 78
## Michael Ola 47.80914 52.19733 74
## Lane Taylor 26.29375 31.99865 66
## Earl Watford 55.52482 58.50847 74
## Dallas Thomas 50.20042 49.32322 72
## Jah Reid 47.50724 55.87637 74
## Richie Incognito 61.36800 50.69328 79